Anand Sivasubramaniam Consulting Advisor, TCS,

Distinguished Professor, Distinguished Professor of Computer Science & Engineering,

The Pennsylvania State University, University Park, PA

Education

Ph.D., Computer Science, Georgia Institute of Technology, Atlanta, GA (1995)

MS, Computer Science, Georgia Institute of Technology, Atlanta, GA (1991)

B.Tech, Computer Science, Indian Institute of Technology, Madras, India (1989)

Research Interests

Computer Systems,

Evaluation and Control of computer systems,

Data Analytics and application of expertise on these topics to the areas of Sustainable Computing,

Computing for Sustainability,

Cloud Computing,

High-end Computing,

Mobile and Embedded systems,

Storage systems,

High-Assurance Systems,

Intelligent Systems Design

Patents Granted

Method and system for determining and implementing a viable containment design of a data

center, #US 10114982, U. Singh, A. K. Singh, A. Sivasubramaniam, October 2018

System and method for facilitating optimization of cooling efficiency of a data center, #US

9990013, U. Singh, H. Bhagwat, S. Narayanan, A. Varghese, A. K. Singh, R. Jayaprakash, A.

Sivasubramaniam, June 2018

Method for Efficient Designing and Operating Cooling Infrastructure in a Datacenter, #US 9959371,

A. K. Singh, H. Bhagwat, U. Singh, R. Amarnath, A. Sivasubramaniam, May 2018.

Power Monitoring System, #US 9863984, A. Sivasubramaniam, A. Vasan, R. Jayaprakash, P.

Rajaram, R. Subbiah, P. Orvakanti, S. Thirunavukkarasu, January 2018.

Design Optimization for Cooling, #US 9740801, U. Singh, A. K. Singh, A. Sivasubramaniam, August

2017.

Method and System for real time monitoring, prediction, analysis and display of temperatures for

effective thermal management in a datacenter., # US 9295183, H. Bhagwat, A. K. Singh, D.

Sankara Narayanan, R. Jayaprakash, A. Sivasubramaniam, March 2016.

Method and System for Adaptive Forecast of Wind Resources, # US 9269056, P. V. Ramakrishna, K.

Sagar, G. Thiagarajan, A. Sivasubramaniam, February 2016.

Generation of energy consumption profiles , # US 9213384, A. Vasan, A. Sivasubramaniam, R.

Jayaprakash, P. Rajaram, R. Subbiah, P. Orvakanti, S. Thirunavukkarasu,, December 2015.

Method and system for thermal management by quantitative determination of cooling

characteristics of data center. # US 8949091, H. Bhagwat, A. K. Singh, A. Sivasubramaniam,

February 2015.

Refereed Publications

Total Last 5 Years

Citations 11464 5169

h-index 57 35

i10-index 170 108

(Data from Google Scholar as of 10 October 2018)

In the Computer Systems/Architecture area, conferences such as ISCA, HPCA, SIGMETRICS, ASPLOS, MICRO,

DSN, FAST, etc., are much more selective and competitive than journals, with acceptance percentages typically

less than 20%. Papers go through a rigorous double-blind review process, receiving at least 5 reviews from

leaders in the field, followed by extensive discussions in a program committee.

Books

1. N. An, A. Sivasubramaniam. Accessing Spatial Information in Resource-constrained and Resource-rich

Environments. VDM Verlag, 2008. ISBN: 3639103289.

Journals and Book Chapters

1. A. Mamun, H. Fathy, A. Sivasubramaniam. Collective Learning of Lithium-ion Aging Model Parameters

for Battery Health-conscious Demand Response in Datacenters. In Elsevier Energy, 2018.

2. F. Farhat, D. Tootaghaj, Y. He, A. Sivasubramaniam, M. Kandemir, C. Das. Stochastic Modeling and

Optimization of Stragglers. IEEE Transactions on Cloud Computing, 6(4): 1164-1177, October-December,

2018.

3. S. Nagarathinam, H. Doddi, A. Vasan, V. Sarangan, P. Venkataramakrishna, A. Sivasubramaniam.

Energy-efficient Thermal Comfort in Open-plan Office Buildings. Elsevier Energy and Buildings, 139:476-

486, March 2017.

4. M. Arjomand, A. Jadidi, M. Kandemir, A. Sivasubramaniam, C. Das. HL-PCM: MLC PCM Main Memory

with Accelerated Read. IEEE Transactions on Parallel and Distributed Systems, 28(11):3188-3200,

November 2017.

5. S. Nagarathinam, P. Venkataramakrishna, A. Vasan, V. Sarangan, A. Sivasubramaniam. Sense and

Sensibility: The Utility of HVAC Sensors for Large Zones. Elsevier Energy and Buildings, 138:104-117,

March 2017.

6. A. Mamun, I. Narayanan, D. Wang, A.Sivasubramaniam, H. K. Fathy. Muti-Objective Optimization of

Demand-Response in a Datacenter with Lithium-Ion Battery Storage. Elsevier Journal of Energy Storage,

7:258-269, August 2016.

7. S. R. Iyer, M. Sankar, P. Venkataramakrishna, V. Sarangan, A. Vasan, A. Sivasubramaniam. Energy

Disaggregation Analysis of a Supermarket Chain Using a Facility Model. Elsevier Energy and Buildings,

97:65-76, April 2015.

8. A. Mamun, D. Wang, I. Narayanan, H. Fathy, A. Sivasubramaniam. Physics-based Simulation of the

Impact of Demand Response Lead-acid Emergency Power Availability in a Datacenter. Elsevier Journal

of Power Sources, 275(1):516-524, February 2015.

9. H. Bhagwat, U. Singh, A. Deodhar, A. Singh, A. Sivasubramaniam. Fast and Accurate Evaluation of

Cooling in Datacenters. ASME Journal of Electronic Packaging, 137(1):9, 2014.

10. I. Narayanan, A. Vasan, V. Sarangan, A. Sivasubramaniam. Little Knowledge isn’t Always Dangerous:

Understanding Water Distribution Networks Using Centrality Metrics. IEEE Transactions on Emerging

Topics in Computing, Special Issue on Computational Sustainability, 2(2):225-238, 2014.

11. Y. Kim, A. Gupta, B. Urgaonkar, P. Berman, A. Sivasubramaniam. HybridPlan: A Capacity Planning

Technique for Projecting Storage Requirements in Hybrid Storage Systems. Journal of Supercomputing,

67(1):277-303, 2014.

12. S. Govindan, D. Wang, A. Sivasubramaniam, B. Urgaonkar. Aggressive Datacenter Power Provisioning

with Batteries. ACM Transactions on Computers (TOCS), 31(1):2, 2013.

13. B-C. Tak, B. Urgaonkar, A. Sivasubramaniam. Cloudy with a chance of Cost Savings. IEEE Transactions

on Parallel and Distributed Systems, 24(6):1223-1233, 2013.

14. H. Bhagwat, A. Singh, A. Vasan, A. Sivasubramaniam. Faster Exploration of Datacenter Cooling using

Thermal Influence Indices. Sustainable Computing, Informatics and Systems, 3(3):120-131, 2013.

15. S. Gurumurthi, A. Sivasubramaniam. Energy-efficient Storage Systems for Datacenters. In Energy-

efficient Distributed Computing Systems, edited by A. Zomaya, John-Wiley, pages 361-376, 2012.

16. Y. Kim, S. Gurumurthi, A. Sivasubramaniam. Thermal Management for High Performance Storage

Systems. In Handbook of Energy-Aware and Green Computing, edited by I. Ahmad and S. Ranka,

Chapman and Hall/CRC Press, ISBN:978-143-985-040-4, January 2012.

17. B-C. Tak, B. Urgaonkar, A. Sivasubramaniam. Understanding the Cost of Cloud: Cost Analysis of in-

house vs. cloud-based hosting options. The European Business Review, pages 76-80, September-

October 2011.

18. V. Siddharth, P. Venkataramakrishna, T. Geetha, A. Sivasubramaniam. Automatic Generation of

Energy Conservation Measures in Buildings using Genetic Algorithms. Energy and Buildings, Elsevier,

43:2718-2726, 2011.

19. T. Geetha, V. Sarangan, A. Sivasubramaniam, S. Ramasubramaniam, S. Pragathi Chitra, Y. Avinash.

Managing Energy Consumption of Buildings with ECView. IEEE Computer, 44(1):24-30, January 2011.

20. J. Choi, S. Govindan, B. Urgaonkar, A. Sivasubramaniam. Power Consumption Prediction and Power-

Aware Packing in Consolidated Environments. IEEE Transactions on Computers, 59(12):1640-1654,

December 2010.

21. S. Govindan, J. Choi, A. Nath, A. Das, B. Urgaonkar, A. Sivasubramaniam. Xen and Co.:

Communication-aware CPU Management in Consolidated Xen-based Hosting Platforms. IEEE

Transactions on Computers, 58(8):1111-1125, 2009.

22. W. Qin, Q. Wang, A. Sivasubramaniam. An α-stable model-based Linear Parameter Varying Control for

managing server performance under self-similar workloads. IEEE Transactions on Control Systems

Technology, 17(1):123-134, January 2009.

23. Y. Kim, J. Choi, S. Gurumurthi, A. Sivasubramaniam. Managing Thermal Emergencies in Disk-Based

Storage Systems. Transactions of the ASME: Journal of Electronic Packaging, 130(4):041105-2 – 041105-

8, December 2008.

24. M. Squillante, Y. Zhang, A. Sivasubramaniam, N. Gautam. Generalized Parallel-Server Fork-Join

Queues with Dynamic Task Scheduling. Annals of Operations Research, 160(1):227-255, April 2008.

25. J. Choi, Y. Kim, A. Sivasubramaniam, J. Srebric, Q. Wang, J. Lee. A CFD-based Tool for Studying

Temperature in Rack-mounted Servers. IEEE Transactions on Computers, 57(8):1129:1142, August 2008.

26. M. Li, W-C. Lee, A. Sivasubramaniam, J. Zhao: SSW: A Small-World-Based Overlay for Peer-to-Peer

Search. IEEE Transactions on Parallel and Distributed Systems, 19(6):735-749, June 2008.

27. Kadayif, P. Nath, M. Kandemir, A. Sivasubramaniam. Reducing Data TLB Power via Compiler-directed

Address Generation. IEEE Transactions on Computer Aided Design, 26(2):312-324, February 2007.

28. T. Li, L. K. John, N. Vijaykrishnan, A. Sivasubramaniam, J. Rubio. OS-aware Branch Prediction:

Improving Microprocessor Control Flow Prediction for Operating Systems. IEEE Transactions on

Computers, 56(1):2-17, January 2007.

29. J. Zhang, A. Sivasubramaniam, Q. Wang, A. Riska, E. Riedel. Storage Performance Virtualization via

Throughput and Latency Control. ACM Transactions on Storage, 2(3):283-308, August 2006.

30. S. Gurumurthi, Y. Kim, A. Sivasubramaniam. Using STEAM for Thermal Simulation of Storage Systems.

IEEE Micro, 26(4):43-51, 2006.

31. S. Gurumurthi, A. Sivasubramaniam. Thermal Issues in Disk Drive Design: Challenges and Possible

Solutions. ACM Transactions on Storage, 2(1):41-73, February 2006.

32. M. Vilayannur, A. Sivasubramaniam, M. Kandemir, R. Thakur, R. Ross. Selective Caching for Parallel File

Systems on Clusters. Cluster Computing: Special Issue on Parallel I/O in Computational Grids and Cluster

Computing Systems, 9:29-44, 2006.

33. C. Liu, A. Sivasubramaniam, M. Kandemir. Optimizing Bus Energy Consumption of On-Chip

Multiprocessors Using Frequent Values. Journal of Systems Architecture: Special Issue on Best Papers of

Euromicro Conference on Parallel and Distributed Processing (2004), 52(2):129-142, 2006.

34. Kadayif, M. Kandemir, G. Chen, N. Vijaykrishnan, M. J. Irwin, A. Sivasubramaniam. Compiler-directed

high-level energy estimation and optimization. ACM Transactions on Embedded Computing Systems,

4(4):819-850, 2005.

35. Kadayif, A. Sivasubramaniam, M. Kandemir, G. Kandiraju, G. Chen, G. Chen. Optimizing Instruction

TLB Energy Using Software and Hardware Techniques. ACM Transactions on Design Automation of

Electronic Systems, 10(2):229-257, 2005.

36. Y. Chen, A. Das, N. Gautam, Q. Wang, A. Sivasubramaniam. Pricing-Based Strategies for Autonomic

Control of Web Servers for Time-Varying Request Arrivals. Engineering Applications of Artificial

Intelligence: Special Issue on Automatic Computing Systems, Elsevier Science, 17(7):841-854, October

2004.

37. C. L. Barrett, C. Engelhart, M. V. Marathe, A. Sivasubramaniam. Approximating the Connectivity

between Nodes when Simulating Large-scale Mobile Ad Hoc Radio Networks. Journal of Systems and

Software: Special Issue on Performance Modeling and Analysis of Computer Systems and Networks, 73(63-

74), 2004.

38. Y. Zhang, A. Sivasubramaniam. ClusterSchedSim: A Unifying Simulation Framework for Cluster

Scheduling Strategies. Simulation: Transactions of the Society for Modeling and Simulation, 80(4-5):191-

206, April-May 2004.

39. N. Cherukuri, G. Kandiraju, N. Gautam, A. Sivasubramaniam. Analytical model and Performance

Analysis of a Network Interface Card. International Journal of Modeling and Simulation, 24(3):179-189,

2004.

40. S. Gurumurthi, A. Sivasubramaniam, M. Kandemir, H. Franke. Reducing the Disk Power Consumption

in Servers: The DRPM Approach. IEEE Computer, 36(12):59-66, December 2003.

41. S. Kim, N. Vijaykrishnan, M. Kandemir, A. Sivasubramaniam, M. J. Irwin. Partitioned Instruction Cache

Architecture for Energy Efficiency. ACM Transactions on Embedded Systems: Special Issue on Compilers,

Architecture and Synthesis for Embedded Systems, 2(2):163-185, May 2003.

42. L. Li, I. Kadayif, Y-F. Tsai, N. Vijaykrishnan, M. Kandemir, M. J. Irwin, A. Sivasubramaniam. Managing

Leakage Energy in Cache Hierarchies. Journal of Instruction-level Parallelism, 5:1-24, April 2003.

43. Y. Zhang, H. Franke, J. Moreira, A. Sivasubramaniam. An Integrated Approach to Parallel Scheduling

Using Gang-Scheduling, Backfilling and Migration. IEEE Transactions on Parallel and Distributed

Systems 14(3):236-247, March 2003.

44. N. An, J. Jin, A. Sivasubramaniam. Towards an Accurate Analysis of Range Queries on Spatial Data.

IEEE Transactions on Knowledge and Data Engineering, 15(2):305-323, March/April 2003.

45. M-T. Yang, R. Kasturi, A. Sivasubramaniam. A Pipeline-based Approach for Scheduling Video

Processing Applications on a NOW. IEEE Transactions on Parallel and Distributed Systems, 14(2):119-

130, February 2003.

46. N. Vijaykrishnan, M. Kandemir, A. Sivasubramaniam and M. J. Irwin. Tools and Techniques for

Integrated Hardware-Software Energy Optimizations. In Low Power Design Methodologies. Editors Jan

M. Rabaey and Massoud Pedram. Kluwer Academic Press, pages 277-295, 2002.

47. N. An, S. Gurumurthi, A. Sivasubramaniam, N. Vijaykrishnan, M. Kandemir, M. J. Irwin. Energy-

Performance Trade-offs for Spatial Access Methods on Memory-Resident Data. International Journal on

Very Large Databases (VLDBJ), 11(3):179-197, November 2002. [Amongst 5 best papers of VLDB 2001

chosen from 339 submissions]

48. V. Delaluz, M. Kandemir, N. Vijaykrishnan, A. Sivasubramaniam, M.J. Irwin. Hardware and Software

Techniques for Controlling DRAM Power Modes. IEEE Transactions on Computers: Special Issue on

Advances in High Performance Memory Systems, 50(11):1154-1173, November 2001.

49. Y. Zhang, A. Sivasubramaniam, J. Moreira, H. Franke. Impact of Workload and System Parameters on

Parallel Job Scheduling on a Dynamic Cluster. IEEE Transactions on Parallel and Distributed Systems,

12(9):967-985, September 2001.

50. R. Radhakrishnan, L. K. John, N. Vijaykrishnan, A. Sivasubramaniam. Java Runtime Systems:

Characterization and Architectural Implications. IEEE Transactions on Computers, 50(2):131-146,

February 2001.

51. T. Li, L. K. John, N.Vijaykrishnan, A. Sivasubramaniam. Characterizing Operating System Activity in

SPECjvm98 Benchmarks. In Characterization of Contemporary Workloads, pages 53-82, Kluwer

Academic Publishers, 2001.

52. S. Vaidya, A. Sivasubramaniam, C. R. Das. Impact of Virtual Channels and Adaptive Routing on

Application Performance. IEEE Transactions on Parallel and Distributed Systems, 12(2):223-237, February

2001.

53. N. An, R. Lu, L. Qian, A. Sivasubramaniam, T. Keefe. Storing Spatial Data on a Network of

Workstations. Cluster Computing: Special Issue on I/O in Shared Storage Clusters, 2(4):259-270, 1999.

54. S. Vaidya, C. R. Das, A. Sivasubramaniam. A Testbed for Evaluation of Fault-Tolerant Routing in

Multiprocessor Interconnection Networks. IEEE Transactions on Parallel and Distributed Systems: Special

Issue on Challenges in Designing Fault-Tolerant Routing in Networks, 10(10):1052-1066, October 1999.

55. S. Nagar, A. Banerjee, A. Sivasubramaniam, C. R. Das. Alternatives to Coscheduling a Network of

Workstations. Journal of Parallel and Distributed Computing: Special Issue on Software Support for

Distributed Computing, 59(2):302-327, November 1999.

56. A.Sivasubramaniam, A. Singla, U. Ramachandran, H. Venkateswaran. An Application-driven Study of

Parallel System Overheads and Network Bandwidth Requirements. IEEE Transactions on Parallel and

Distributed Systems, 10(3):193-210, March 1999.

57. A. Sivasubramaniam, A. Singla, U. Ramachandran, H. Venkateswaran. A Simulation-based Scalability

Study of Parallel Systems. Journal of Parallel and Distributed Computing, 22(3):411-426, September

1994.

58. A. Sivasubramaniam, G. Shah, J. Lee, U. Ramachandran, H. Venkateswaran. Experimental Evaluation of

Algorithmic Performance on Two Shared Memory Multiprocessors. In N. Suzuki, editor, Shared Memory

Multiprocessing, pages 81-107, MIT Press, 1992. {Also appeared in Proceedings of the First International

Symposium on Shared Memory Multiprocessing, April 1991.}

Conferences/Symposia

1. N. Elyasi, C. Choi, A. Sivasubramaniam. Large-scale Graph Processing on Emerging Storage Devices.

Proceedings of the USENIX Conference on File and Storage Technologies (FAST), February 2019. [26

accepted out of 145 submissions]

2. P. Venkataramakrishna, V. Sarangan, A. Sivasubramaniam. sUncover: Estimating the Hidden Behind-

the-meter Solar Rooftop and Battery Capacities in Grids. In Proceedings of the IEEE Innovative Smart

Grid Technologies Conference, February 2019.

3. S. Nagarathinam, A. Vasan, V. Sarangan, R. Jayaprakash, A. Sivasubramaniam. Good set-points make

good neighbors - User seating and temperature control in Uberized workspaces. In Proceedings of the

ACM International Conference on Systems for Built Environments (BuildSys), November 2018. [23

accepted out of 62 submissions]

4. P. Rengasamy, S. Zhao, N. Nachiappan, A Sivasubramaniam, M. Kandemir, C. Das. CritICs Critiquing

Criticality in Mobile Apps. In Proceedings of the ACM/IEEE International Symposium on Microarchitecture

(MICRO), October 2018. [74 accepted out of 351 submissions]

5. N. Elyasi, A. Sivasubramaniam, M. Kandemir, C. Das. Reviving Zombie Pages on SSDs. In Proceedings of

the IEEE International Symposium on Workload Characterization (IISWC), October 2018. [17 accepted out

of 47 submissions]

6. N. Elyasi, M. Arjomand, A. Sivasubramaniam, M. Kandemir, C. Das. Content Popularity-Based Selective

Replication for Read Redirection in SSDs. In Proceedings of the International Symposium on the

Modeling, Analysis, and Simulation of Computer and Telecommunication Systems (MASCOTS),

September 2018.

7. H. Zhang, P. Rengasamy, S. Zhao, N. Nachiappan, A. Sivasubramaniam, M. Kandemir, C. Das. FLOSS:

FLOw Sensitive Scheduling on Mobile Platforms. In Proceedings of the Design Automation Conference

(DAC), pages 173:1-6, June 2018.

8. A. Achar, V. Sarangan, R. Rohith, A. Sivasubramaniam. Predicting Vehicular Travel Times by Modeling

Hererogeneous Influences between Arterial Roads. In Proceedings of the Association for the

Advancement of Artificial Intelligence (AAAI), February 2018. [933 accepted out of 3800 submissions]

9. K. Kandhway, A. Vasan, S. Nagarathinam, V. Sarangan, A. Sivasubramaniam. Incentive Design for

Demand-Response based on Building Constraints – A Utility Perspective. In Proceedings of the

International Conference on Systems for Energy-Efficient Built Environments (BuildSys), November 2017.

[30 accepted out of 96 submissions]

10. I. Narayanan, D. Wang, A. Mamun, A. Sivasubramaniam, H. Fathy, S. James. Evaluating Energy Storage

for a Multitude of Uses in the Datacenter. In Proceedings of the IEEE International Symposium on

Workload Characterization (IISWC), October 2017. [23 accepted out of 83 submissions]

11. P. Rengasamy, H. Zhang, N. Nachiappan, S. Zhao, A. Sivasubramaniam, M. Kandemir, C. Das.

Characterizing Diverse Handheld Apps for Customized Hardware Acceleration. In Proceedings of the

IEEE International Symposium on Workload Characterization (IISWC), October 2017. [23 accepted out of

83 submissions]

12. M. Ramezani, N. Elyasi, M. Arjomand, M. Kandemir, A. Sivasubramaniam. Exploring the Impact of

Memory Block Permutation on Performance of a Crossbar ReRAM Main Memory. In Proceedings of the

IEEE International Symposium on Workload Characterization (IISWC), October 2017. [23 accepted out of

83 submissions]

13. H. Zhang, P. Rengasamy, S. Zhao, N. Nachiappan, A. Sivasubramaniam, M. Kandemir, R. Iyer, C. Das.

Race-To-Sleep + Content Caching + Display Caching: A Recipe for Energy-efficient Video Streaming on

Handhelds. In Proceedings of the IEEE/ACM International Symposium on Microarchitecture (MICRO),

October 2017. [61 accepted out of 327 submissions]

14. I. Narayanan, B. Sharma, D. Wang, S. Govindan, L. Caulfield, A.Sivasubramaniam, A. Kansal, J. Liu, B.

Khessib, K. Vaid. Rain or Shine? – Making Sense of Cloudy Reliability Data. In Proceedings of the

International Conference on Distributed Computing Systems (ICDCS), June 2017. [90 accepted out of 531

submissions]

15. I. Narayanan, A. Kansal, A.Sivasubramaniam. Right-sizing Geo-Distributed Datacenters for Availability

and Latency. In Proceedings of the International Conference on Distributed Computing Systems (ICDCS),

June 2017. [90 accepted out of 531 submissions]

16. N. Elyasi, M. Arjomand, A. Sivasubramaniam, M. Kandemir, C. Das. Exploiting Intra-Request Slack to

Improve SSD Performance. In Proceedings of the International Conference on Architectural Support for

Programming Languages and Operating Systems (ASPLOS), April 2017. [56 accepted out of 321

submissions]

17. A. Ramanujam, P. Sankaranarayanan, A. Vasan, R. Jayaprakash, V. Sarangan, A. Sivasubramaniam.

Quantifying the Impact of Electric Vehicles on the Electric Grid – A Simulation Based Case-Study. In

Proceedings of the ACM International Conference on Future Energy Systems (e-Energy), May 2017.

18. G. Kaushik, A. Manimaran, A. Vasan, V. Sarangan and A. Sivasubramaniam. Burst Prediction in Water

Networks Using Dynamic Metrics. In Proceedings of the Conference on Innovative Applications of

Artificial Intelligence (IAAI), February 2017.

19. N. Shahidi, M. Arjomand, M. Jung, M. Kandemir, C. Das, A. Sivasubramaniam. Exploring the Potentials

of Parallel Garbage Collection in SSDs for Enterprise Storage Systems. In Proceedings of the

International Conference for High Performance Computing, Networking, Storage and Analysis (SC'16),

November 2016. [82 accepted out of 446 submissions]

20. A Mamun, I Narayanan, Di Wang, A Sivasubramaniam, H Fathy. Battery health-conscious online power

management for demand response in datacenters with stochastic power demand. In Proceedings of the

American Control Conference, Boston, July 2016

21. I. Narayanan, D. Wang, M. Jeon, B. Sharma, L. Caulfield, A. Sivasubramaniam, B. Cutler, J. Liu, B.

Khessib, K. Vaid. SSD Failures in Datacenters: What? When? And Why? In Proceedings of the ACM

International Systems and Storage Conference (SYSTOR), June 2016. [17 accepted out of 53 submissions]

[Best Student Paper Award]

22. M. Arjomand, A. Sivasubramaniam, M. Kandemir, C. Das. Boosting Access Parallelism to PCM-based

Main Memory. In Proceedings of the International Symposium on Computer Architecture (ISCA), June

2016. [57 accepted out of 291 submissions]

23. M. Arjomand, A. Jadidi, M. Kandemir, A. Sivasubramaniam, C. Das.

MLC PCM main memory with accelerated read. In Proceedings of the IEEE International Symposium on

Performance Analysis of Systems and Software (ISPASS) , pages 143-144, April 2016. [Poster Paper]

24. N. Shahidi, M. Arjomand, A. Sivasubramaniam, M. T. Kandemir, C. R. Das.

Storage consolidation: Not always a panacea, but can we ease the pain? In Proceedings of the IEEE

International Symposium on Performance Analysis of Systems and Software (ISPASS) , pages 159-160,

April 2016. [Poster Paper]

25. Z. Jia, M. Alaziz, X. Chi, R. Howard, Y. Zhang, P. Zhang, W. Trappe, A. Sivasubramaniam, N. An. HB-Phone: A Bed-Mounted Geophone-based Heartbeat Monitoring System. In Proceedings of the ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN), April 2016. [23 accepted out of 117 submissions]

26. S. Nagarathinam, A. Vasan, P. Venkataramakrishna, S. R. Iyer, V. Sarangan, A. Sivasubramaniam. Centralized Management of HVAC Energy in Large Multi-AHU Zones. In Proceedings of the ACM International Conference on Embedded Systems for Energy-Efficient Built Environments (ACM BuildSys), November 2015. [25 accepted out of 84 submissions]

27. P. V. Rengasamy, A. Sivasubramaniam, M. Kandemir, C. Das. Exploiting Staleness for Approximating Loads on CMPs. In Proceedings of the International Conference on Parallel Architectures and Compilation Techniques (PACT), October 2015. [39 accepted out of 179 submissions]

28. D. Z. Tootaghaj, F. Farhat, M. Arjomand, P. Faraboschi, M. Kandemir, A. Sivasubramaniam, C. Das. Evaluating the Combined Impact of Datacenter Architecture and Cloud Workload Characteristics on Performance, Network Traffic and Cost. In Proceedings of the IEEE International Symposium on Workload Characterization (IISWC), September 2015. [20 accepted out of 61 submissions]

29. A. Mamun, I. Narayanan, D. Wang, A. Sivasubramaniam, H. Fathy. Multi-Objective Optimization to Minimize Battery Degradation and Electricity Cost for Demand Response in Datacenters. In ASME Dynamic Systems and Controls Conference (DSCC), October 2015.

30. S. Srinivasan, A. Vasan, V. Sarangan, A. Sivasubramaniam. Bugs in the Freezer: Detecting Faults in Supermarket Refrigeration Systems using Energy Signals. In Proceedings of the ACM International Conference on Future Energy Systems (ACM e-Energy), pages 101-110, July 2015. [16 accepted out of 70 submissions] [Best Paper Award]

31. S. Nagarathinam, S. R. Iyer, A. Vasan, P. Venkataramakrishna, V. Sarangan, A. Sivasubramaniam. On the Utility of Occupancy Sensing for Managing HVAC Energy in Large Zones. In Proceedings of the ACM International Conference on Future Energy Systems (ACM e-Energy), pages 219-220, July 2015. [Poster Paper]

32. N. Nachiappan, H. Zhang, J. Ryoo, N. Soundararajan, A. Sivasubramaniam, M. Kandemir, C. R. Das. VIP: Virtualizing IP Chains on Handheld Platforms. In Proceedings of the International Symposium on Computer Architecture (ISCA), pages 655-667, June 2015. [58 accepted out of 305 submissions]

33. N. Nachiappan, P. Yedlapalli, N. Soundararajan, M. Kandemir, R. Iyer, C. Das. Domain Knowledge based Energy Management for Handhelds. In Proceedings of the IEEE International Symposium on High Performance Computer Architecture (HPCA), pages 150-160, February 2015. [51 accepted out of 226 submissions]

34. P. Yedlapalli, N. Chidambaram, N. Soundararajan, A. Sivasubramaniam, M. Kandemir, C. Das. Short-circuiting Memory Traffic in Handheld Platforms. In Proceedings of the IEEE/ACM International Symposium on Microarchitecture (MICRO), pp 166-77, December 2014. [53 accepted out of 273 submissions]

35. S. Kurandwad, C. Subramanian. P. Venkataramakrishna, A. Vasan, V. Sarangan, V. Chellaboina, A. Sivasubramaniam. Windy with a Chance of Profit – Bid Strategy and Analysis for Wind Integration. In Proceedings of the ACM International Conference on Future Energy Systems (e-Energy), pages 39-49, June 2014. [23 accepted out of 112 submissions]

36. M. Sankar, P. Venkataramakrishna, S. R. Iyer, V. Sarangan, A. Vasan, A. Sivasubramaniam. Comparing apples to oranges: Energy benchmarking of supermarkets with limited data. . In Proceedings of the ACM International Conference on Future Energy Systems (e-Energy), pages 223-224, June 2014. [Poster Paper]

37. N. Chidambaram, P. Yedlapalli, N. Soundararajan, M. Kandemir, A. Sivasubramaniam, C. Das. GemDroid: A Framework to Evaluate Mobile Platforms. In Proceedings of the ACM SIGMETRICS Conference on Measurement and Modeling of Computer Systems, pages 355-366, June 2014. [40 accepted out of 238 submissions]

38. I. Narayanan, A. Vasan, V. Sarangan, A. Sivasubramaniam. One Meter to find them all – Water Leak Localization using a Single Flow Meter. In Proceedings of the ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN), pages 47-58, April 2014. [23 accepted out of 111 submissions]

39. D. Wang, S. Govindan, A. Sivasubramaniam, A. Kansal, J. Liu, B. Khessib. Under-provisioning Backup Power Infrastructure for Datacenters. In Proceedings of the International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), pages 177-192, March 2014. [49 accepted out of 217 submissions]

40. D. Wang, C. Ren, S. Govindan, A.Sivasubramaniam, B. Urgaonkar, A. Kansal, K. Vaid. ACE:Abstracting, Characterizing and Exploiting Datacenter Power Demands. In Proceedings of the IEEE International Symposium on Workload Characterization (IISWC), pages 44-55, September 2013. [19 accepted out of 62 submissions] [Best Paper Award]

41. P. Yedlapalli, J. Kotra, E. Kultursay, M. Kandemir, C. Das, A. Sivasubramaniam. Meeting Midway: Improving CMP Performance with Memory-side Prefetching. In Proceedings of the International Conference on Parallel Architectures and Compilation Techniques (PACT), pages 289-298, September 2013. [36 accepted out of 208 submissions]

42. D. Wang, C. Ren, A. Sivasubramaniam. Virtualizing Power Distribution in Datacenters. In Proceedings of the International Symposium on Computer Architecture (ISCA), pages 595-606, June 2013. [56 accepted out of 288 submissions]

43. D. Wang, C. Ren, S. Govindan, A. Sivasubramaniam, B. Urgaonkar, A. Kansal, K. Vaid. ACE: Abstracting, Characterizing and Exploiting Peaks and Valleys in Datacenter Power Consumption. In Proceedings of the ACM SIGMETRICS Conference on Measurement and Modeling of Computer Systems, pages 333-334, June 2013.

44. P. Venkataramakrishna, G. Kaushik, K. L. Sudhakar, G. Thiagarajan, A. Sivasubramaniam. Online System for Energy Assessment in Large Facilities: Methodology and a Real-World Case Study. In Proceedings of the International Green Computing Conference (IGCC), June 2013.

45. E. Kultursay, M. Kandemir, A. Sivasubramaniam, O. Mutlu. Evaluating STT-RAM Technology as an Energy-efficient Main Memory Alternative. In Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS), pages 256-267, pages 256-267, April 2013.

46. N. Chidambaran, A. Mishra, M. Kandemir, A. Sivasubramaniam, O. Mutlu, C. R. Das. Application-aware Prefetch Prioritization in On-chip Networks. In Proceedings of the International Conference on Parallel Architectures and Compilation Techniques (PACT), pages 441-442, September 2012.

47. C. Ren, D. Wang, B. Urgaonkar, A. Sivasubramaniam. Carbon-aware Energy Capacity Planning for Datacenters. In Proceedings of the IEEE International Symposium on Modeling, Analysis and Simulation of Computer Systems (MASCOTS), August 2012. [Best Paper Award]

48. H. Bhagwat, A. Singh, A. Vasan, A. Sivasubramaniam. Thermal Influence Indices: Causality Metrics for Efficient Exploration of Data center Cooling. In Proceedings of the IEEE International Conference on Green Computing, June 2012. [18 accepted out of 60 submissions]

49. I. Narayanan, V. Sarangan, A. Vasan, A. Srinivasan, A. Sivasubramaniam, B. S. Murthy, S. Narasimhan. Efficient Booster Pump Placement in Water Networks Using Graph Theoretic Principles. In Proceedings of the IEEE International Conference on Green Computing, June 2012. [Invited Paper]

50. D. Wang, C. Ren, A. Sivasubramaniam, B. Urgaonkar, H. Fathy. Energy Storage in Datacenters: What, Where and How Much? In Proceedings of the ACM SIGMETRICS Conference on Measurement and Modeling of Computer Systems, pages 187-198, June 2012. [31 accepted out of 203 submissions] [Nominated for Best Paper Award]

51. S. Govindan, D. Wang, A. Sivasubramaniam, B. Urgaonkar. Leveraging Stored Energy for Handling Power Emergencies in Aggressively Provisioned Datacenters. In Proceedings of the ACM Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), pages 75-86, March 2012. [37 accepted out of 172 submissions] [Sustainable Computing Register “Pick of the Month”, Sept. 2012]

52. S. Govindan, J. Liu, A. Kansal, A. Sivasubramaniam. Cuanta: Quantifying Effects of Shared On-Chip Resource Management for Consolidated Virtual Machines. In Proceedings of the ACM Symposium on Cloud Computing (SOCC), October 2011. [30 accepted out of 178 submissions]

53. Y. Kim, A. Gupta, B. Urgaonkar, P. Berman, A. Sivasubramaniam. HybridStore: A Cost-efficient, High Performance Storage System combining SSDs and HDDs. In Proceedings of the IEEE International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems (MASCOTS), pages 227-236, July 2011. [42 accepted out of 120 submissions]

54. S. Govindan, A. Sivasubramaniam, B. Urgaonkar. Benefits and Limitations of Tapping into Stored Energy for Datacenters. In Proceedings of the International Symposium on Computer Architecture (ISCA), pages 341-351, June 2011. [40 accepted out of 208 submissions]

55. R. Urgaonkar, B. Urgaonkar, M. Neely, A. Sivasubramaniam. Optimal Power Cost Management Using Stored Energy in Data Centers. In Proceedings of the ACM SIGMETRICS Conference on Measurement and Modeling of Computer Systems, pages 221-232, June 2011. [26 accepted out of 177 submissions]

56. A. Gupta, R. Pisolkar, B Urgaonkar, A. Sivasubramaniam. Leveraging Value Locality in Optimizing NAND Flash-based SSDs. In Proceedings of the USENIX Conference on File and Storage Technologies (FAST), pages 91-104, February 2011. [20 accepted out of 74 submissions]

57. S. Chandrasekar, A. Vasan, A. Sivasubramaniam. Reducing Datacenter Power with Server Consolidation: Approximation and Evaluation. In Proceedings of the International Conference on High Performance Computing, December 2010. [40 accepted out of 208 submissions]

58. S. Chaitanya, B. Urgaonkar, A. Sivasubramaniam. Middleware for Re-configurable Distributed Archival Store based on Secret Sharing. In Proceedings of ACM/USENIX International Middleware Conference, pages 107-127, December 2010. [19 accepted out of 116 submissions]

59. N. Soundararajan, A. Sivasubramaniam, N. Vijaykrishnan. Characterizing Soft Error Vulnerability of Multicores with Multithreaded Applications. In Proceedings of the ACM SIGMETRICS Conference on Measurement and Modeling of Computer Systems, pages 379-380, June 2010.

60. S. Chaitanya, B. Urgaonkar, A. Sivasubramaniam: Multi-level Crypto Disk: Secondary Storage with Flexible Performance Versus Security Trade-offs. In Proceedings of International Conference on Modeling, Analysis and Simulation of Computer Systems (MASCOTS), pages 434-436, May 2010.

61. A. Vasan, A. Sivasubramaniam, V. Shimpi, T. Sivabalan, R. Subbiah. Worth their Watts? An Empirical Study of Datacenter Servers. In Proceedings of the IEEE International Symposium on High Performance Computer Architecture (HPCA), pages 393-402, January 2010.

62. S. Ramasubramaniam, Y. Avinash, S. Pragathi Chitra, T. Geetha, A. Sivasubramaniam. An activity based approach to minimize energy usage of service sector infrastructure. In Proceedings of the IEEE 2nd International Conference on Infrastructure Systems and Services, pages 1-6, December 2009.

63. S. Govindan, J. Choi, B. Urgaonkar, A. Sivasubramaniam, A. Baldini. Statistical Profiling-based Techniques for Effective Provisioning of Power Infrastructure in Consolidated Data Centers. In Proceedings of the ACM SIGOPS Eurosys Conference, page 317-330, April 2009. [25 accepted out of 148 submissions].

64. J. Choi, S. Govindan, B. Urgaonkar, A. Sivasubramaniam. Profiling, prediction and capping of power in Consolidated Environments. In Proceedings of International Conference on Modeling, Analysis and Simulation of Computer Systems (MASCOTS), pages 3-12, September 2008. [Best Student Paper Award].

65. N. Soundararajan, N. Vijaykrishnan, A. Sivasubramaniam. Impact of DVFS on the architectural vulnerability of GALS architectures. In Proceedings of the International Symposium on Low Power Electronics and Design (ISLPED), pages 351-356, August 2008.

66. P. Nath, B. Urgaonkar, A. Sivasubramaniam. Evaluating the Usefuless of Content Addressable Storage for High-Performance Data Intensive Applications. In Proceedings on the IEEE International Conference on High Performance Distributed Computing (HPDC), pages 35-44, June 2008.

67. S. Chaitanya, B. Urgaonkar, A. Sivasubramaniam. QDSL: QoS-aware Systems with Differential Service Levels. In Proceedings of the ACM SIGMETRICS International

Conference on Measurement and Modeling of Computer Systems, pages 289-300, June 2008. [36 accepted out of 201 submissions]

68. N. Soundararajan, A. Yanamandra, C. Nicopolous, V.Narayanan, A. Sivasubramaniam, and M. J. Irwin. Analysis and Solutions to Issue Queue Process Variation. In Proceedings of the International Conference on Dependable Systems and Networks (DSN), pages 11-21, June 2008. [23% acceptance rate]

69. Y. Liang, Y. Zhang, H. Xiong, R. Sahoo, A. Sivasubramaniam. Failure Prediction in IBM BlueGene/L Event Logs. In Proceedings of the IEEE International Conference on Data Mining, pages 583-588, October 2007. [101 accepted out of 526 submissions]

70. H. Li, W-C Lee, A. Sivasubramaniam, C. Lee Giles. A Hybrid Cache and Prefetch Mechanism for Scientific Literature Search Engines. In Proceedings of the International Conference on Web Engineering, pages 121- 136, July 2007.

71. S. Govindan, A. Nath, A. Das, B. Urgaonkar, A. Sivasubramaniam. Xen and Co: Communication-aware CPU Scheduling for Consolidated Xen-based Hosting Platforms. In Proceedings of the ACM Conference on Virtual Execution Environments, pages 126-136, June 2007.

72. H. Li, W-C. Lee, A. Sivasubramaniam, L. Giles. SearchGen: a Synthetic Workload Generator for Scientific Literature Digital Libraries and Search Engines. In Proceedings of the ACM/IEEE Joint Conference on Digital Libraries, pages 137- 146, June 2007.

73. N. Soundararajan, A. Parashar, A. Sivasubramaniam. Mechanisms for Bounding Vulnerabilities of Processor Structures. In Proceedings of the International Symposium on Computer Architecture (ISCA), pages 506-515, June 2007. [46 accepted out of 204 submissions]

74. J. Choi, Y. Kim, A. Sivasubramaniam, J. Srebric, Q.Wang, J. Lee. Modeling and Managing Thermal Profiles of Rack-mounted Serverswith ThermoStat. In Proceedings of the International Symposium on High Performance Computer Architecture (HPCA), pages 205-215, February 2007. [28 accepted out of 174 submissions] [Best Paper Award Candidate]

75. Y. Kim, J. Choi, S. Gurumurthi, A. Sivasubramaniam. Graceful Operation of Disk Drives Under Thermal Emergencies. Proceedings of the International Conference on Thermal Issues in Emerging Technologies Theory and Application, pages 119-125, January, 2007.

76. Mei Li, Wang-Chien Lee and Anand Sivasubramaniam. DPTree: A Balanced Tree Based Indexing Framework For Peer-To-Peer Systems. In Proceedings of the IEEE International Conference on Network Protocols, pages 12-21, November 2006.

77. A. Parashar, S. Gurumurthi, A. Sivasubramaniam. SlicK: Slice-based Locality Exploitation for Redundant Execution. In Proceedings of the International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), pages 95-105, October 2006.

78. Y. Lian, Y. Zhang, M. Jette, A. Sivasubramaniam, R. Sahoo. BlueGene/L Failure Analysis and Prediction Models. In Proceedings of the International Conference on Dependable Systems and Networks (DSN), pages 425-434, June 2006.

79. Y. Chen, A. Das, Q. Wang, A. Sivasubramaniam, R. Harper, M. Bland. Consolidating Clients on Back-end Servers with Co-location and Frequency Control. In Proceedings of the ACM SIGMETRICS Conference on Measurement and Modeling of Computer Systems, pages 383-384, June 2006.

80. I.G. Councill, H. Li, Z. Zhuang, S. Debnath, L. Bolelli, W-C. Lee, A. Sivasubramaniam, C. L. Giles Learning Metadata from the Evidence in an On-Line Citation Matching Scheme. In Proceedings of the ACM/IEEE Joint Conference on Digital Libraries, pages 276-285, June 2006.

81. M. Li, G. Lee, W-C. Lee and A. Sivasubramaniam. PENS: An Algorithm for Density-Based Clustering in Peer-to-Peer Systems. In Proceedings of the International Conference on Scalable Information Systems (INFOSCALE), June 2006.

82. Y. Kim, S. Gurumurthi, A. Sivasubramaniam. Understanding the Performance- Temperature Interactions in Disk I/O of Server Workloads. In Proceedings of the International Symposium on High Performance Computer Architecture (HPCA), pages 179-189, February 2006. [26 accepted out of 172 submissions]

83. M. Vilayannur, P. Nath, A. Sivasubramaniam. Providing Tuneable Consistency for a Parallel File Store. In Proceedings of the USENIX Symposium on File and Storage Technologies (FAST), pages 17-30, December 2005. [25 accepted out of 125 submissions]

84. D. C. Engelhart, A. Sivasubramaniam. Almost Disjunct Codes in Large Scale Multihop Wireless Network Media Access In Proceedings of the IEEE International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems (MASCOTS), pages 453-460, September 2005. [46 accepted out of 151 submissions]

85. J. Zhang, A. Riska, A. Sivasubramaniam, Q. Wang, E. Riedel. Storage Performance Virtualization via Throughput and Latency Control. In Proceedings of the IEEE International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems (MASCOTS), pages 135-142, September 2005. [46 accepted out of 151 submissions]

86. Y. Liang, Y. Zhang, A. Sivasubramaniam, R. Sahoo, J. Moreira, M. Gupta. Filtering Failure Logs for a BlueGene/L Prototype. In Proceedings of the International Conference on Dependable Systems and Networks (DSN), pages 476-485, June 2005. [55 accepted out of 205 submissions]

87. S. Gurumurthi, A. Sivasubramaniam, V. Natarajan. Disk Drive Roadmap from the Thermal Perspective: A Case for Dynamic Thermal Management. In Proceedings of the International Symposium on Computer Architecture (ISCA), pages 38-49, June 2005. [45 accepted out of 194 submissions]

88. Y. Chen, A. Das, W. Qin, A. Sivasubramaniam, Q. Wang, N. Gautam. Managing Server Energy and Operational Costs in Hosting Centers. In Proceedings of the ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems, pages 303-314, June 2005. [31 accepted out of 238 submissions]

89. J. Zhang, A. Sivasubramaniam, Q. Wang, A. Riska, E. Riedel. An Interposed 2- Level I/O Scheduling Framework for Performance Virtualization In Proceedings of the ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems, pages 406-407, June 2005.

90. C. Liu, A. Sivasubramaniam,M. Kandemir, M. J. Irwin. Exploiting Barriers to Optimize Power Consumption of CMPs. In Proceedings of the International Parallel and Distributed Processing Symposium (IPDPS), April 2005.

91. M. Vilayannur, A. Sivasubramaniam, M. Kandemir. Pro-active Page Replacement for Scientific Applications: A Characterization. In Proceedings of the International Symposium on Performance Analysis of Systems and Software (ISPASS), pages 248-257, March 2005. [27 accepted out of 92 submissions]

92. M. Li, W-C. Lee, A. Sivasubramaniam. Semantic Small World: An overlay network for peer-to-peer search. In Proceedings of the International Conference on Network Protocols (ICNP), pages 228-238, October, 2004. [33 accepted out of 213 submissions]

93. G. Chen, M. Kandemir, N. Vijaykrishnan, A. Sivasubramaniam, M. J. Irwin. Analyzing object error behavior in embedded JVM environments. In Proceedings of the IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS’04), pages 230-235, Stockholm, September, 2004.

94. V. De La Luz, M. Kandemir, A. Sivasubramaniam, M. J. Irwin. Exploring the possibility of operating in the compressed domain. In Proceedings of the International Conference on Parallel and Distributed Computing (Euro-Par’04), Pisa, Italy, pages 507-515, September, 2004.

95. R. Sahoo, A. Sivasubramaniam, M. Squillante, Y. Zhang. Failure Data Analysis of a Large-Scale Heterogeneous Server Environment. In Proceedings of the International Conference on Dependable Systems and Networks (DSN), pages 772-781, June 2004.

96. A. Parashar, S. Gurumurthi, A. Sivasubramaniam. A Complexity-Effective Approach to ALU Bandwidth Enhancement for Instruction-Level Temporal Redundancy. In Proceedings of the International Symposium on Computer Architecture (ISCA), pages 376-386, June 2004. [31 accepted out of 217 submissions]

97. Y. Chen, A. Das, N. Gautam, Q. Wang, A. Sivasubramaniam. Pricing and Autonomic Control of Web Servers with Time-Varying Request Patterns. In Proceedings of the International Conference on Autonomic Computing (ICAC), pages 290-291, May 2004.

98. A.J. Oliner, R. Sahoo, J. E. Moreira, M. Gupta, A. Sivasubramaniam. Fault-aware Job Scheduling for BlueGene/L Systems. In Proceedings of the International Parallel and Distributed Processing Symposium (IPDPS), April 2004.

99. A.C. Engelhart, A. Sivasubramaniam, C. L. Barrett, M. V. Marathe, J. P. Smith, M. Morin. A Spatial Analysis of Mobility Models: Application to Wireless Ad Hoc Network Simulation. In Proceedings of the 37th Annual Simulation Symposium, pages 35-42, April 2004.

100. I. Kadayif, P. Nath, M. Kandemir, A. Sivasubramaniam. Compiler-Directed Physical Address Generation for Reducing dTLB Power. In Proceedings of the International Symposium on Performance Analysis of Systems and Software (ISPASS), pages 161-168, March 2004. [18 accepted out of 51 submissions]

101. J. Zhang, , A. Sivasubramaniam, H. Franke, N. Gautam, Y. Zhang, S. Nagar. Synthesizing Representative I/O Workloads for TPC-H. In Proceedings of the International Symposium on High Performance Computer Architecture (HPCA), pages 142-151, February 2004. [27 accepted out of 151 submissions]

102. C. Liu, A. Sivasubramaniam, M. Kandemir. Organizing the Last Line of Defense before hitting the Memory Wall for CMPs. In Proceedings of the International Symposium on High Performance Computer Architecture (HPCA), pages 176-185, February 2004. [27 accepted out of 151 submissions]

103. C. Liu, A. Sivasubramaniam, M. Kandemir. Optimizing Bus Energy Consumption of On-Chip Multiprocessors Using Frequent Values. In Proceedings of the Euromicro Conference on Parallel and Distributed Processing, pages 340-347, February 2004.

104. M. Vilayannur, R. B. Ross, P. H. Carns, R. Thakur, A. Sivasubramaniam, M. Kandemir. On the Performance of the POSIX I/O Interface to PVFS. In Proceedings of the Euromicro Conference on Parallel and Distributed Processing, pages 332-339, February 2004.

105. W. Zhang, M. Kandemir, A. Sivasubramaniam, M. J. Irwin. Performance, Energy, and Reliability Tradeoffs in Replicating Hot Cache Lines. In Proceedings of the International Conference on Compilers, Architecture and Synthesis for Embedded Systems (CASES), pages 309-317, October 2003. [31 accepted out of 162 submissions]

106. V. Delaluz, A. Sivasubramaniam, M. Kandemir, M. J. Irwin, N. Vijaykrishnan. Reducing dTLB Energy Through Dynamic Resizing. In Proceedings of the International Conference on Computer Design (ICCD), pages 358-363, October 2003.

107. R. K. Sahoo, A. J. Oliner, I. Rish, M. Gupta, J. E. Moreira, S. Ma, R. Vilalta, A. Sivasubramaniam. Critical Event Prediction for Proactive Management in Large-scale Computer Clusters. In Proceedings of the ACM Symposium on Knowledge Discovery and Data Mining (SIGKDD), pages 426-435, August 2003. [47 accepted out of 298 submissions]

108. M. Li, W-C. Lee, A. Sivasubramaniam. Neighborhood Signatures for Searching P2P Networks. In Proceedings of the 7th International Database Engineering and Application Symposium (IDEAS), pages 142-151, July 2003.

109. S. Gurumurthi, A. Sivasubramaniam, M. Kandemir, H. Franke. Dynamic Speed Control for Server Clas Disks. In Proceedings of the International Symposium on Computer Architecture (ISCA), pages 169-179, June 2003. [37 accepted out of 185 submissions]

110. W. Zhang, S. Gurumurthi, M. Kandemir, A. Sivasubramaniam. ICR: In-Cache Replication for Enhancing Data Cache Reliability. In Proceedings of the International Conference on Dependable Systems and Networks (DSN), pages 291-300, June 2003.

111. Y. Zhang, J. Zhang, A. Sivasubramaniam, C. Liu, H. Franke Decision-Support Workload Characteristics on a Clustered Database Server from the OS Perspective. In Proceedings of the International Conference on Distributed Computing Systems (ICDCS), pages 386-393, May 2003. [72 accepted out of 406 submissions]

112. M. Vilayannur, A. Sivasubramaniam, M. Kandemir, R. Thakur, R. Ross. Discretionary Caching for I/O on Clusters. In Proceedings of the ACM/IEEE International Symposium on Cluster Computing and the Grid (CCGrid), pages 96-103, May 2003. [39 accepted out of 112 submissions]

113. S. Gurumurthi, A. Sivasubramaniam, N. Vijaykrishnan, M. Kandemir, M. J. Irwin. Energy and Performance Considerations in Work Partitioning for Mobile Spatial Queries. In Proceedings of the International Parallel and Distributed Processing Symposium (IPDPS) (CD-ROM), April 2003. [120 accepted out of 402 submissions]

114. C. L. Barrett, C. Engelhart, M. V. Marathe, A. Sivasubramaniam. Approximate Connectivity Graph Generation in Mobile Ad Hoc Radio Networks. In Proceedings of the 36th Annual Simulation Symposium, pages 81-88, March 2003.

115. S. Gurumurthi, A. Sivasubramaniam, M. Kandemir, H. Franke, N. Vijaykrishnan, M. J. Irwin. Interplay of Energy and Performance for Disk Arrays Running Transaction Processing Workloads. In Proceedings of the International Symposium on Performance Analysis of Systems and Software (ISPASS), pages 123-132, March 2003. [22 accepted out of 62 submissions]

116. I. Kadayif, A. Sivasubramaniam, M. Kandemir, G. Kandiraju, G. Chen. Generating Physical Addresses Directly for Saving Instruction TLB Energy. In Proceedings of the 35th Annual International Symposium on Microarchitecture (MICRO-35), pages 185-196, November 2002. [36 accepted out of 150 submissions]

117. C. L. Barrett, C. Engelhart, M. V. Marathe, A. Sivasubramaniam. Analyzing the Short-Term Fairness of IEEE 802.11 in Wireless Multi-hop Radio Networks. In Proceedings of the IEEE/ACM International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems (MASCOTS), pages 137-144, October 2002. [58 accepted out of 181 submissions]

118. T. Li, L. K. John, A. Sivasubramaniam, N. Vijaykrishnan, J. Rubio. Understanding and Improving Operating System Effects in Control Flow Transfer. In Proceedings of the International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS-X), pages 68-80, October 2002. [24 accepted out of 130 submissions]

119. L. Li, I. Kadayif, Y-F. Tsai, N. Vijaykrishnan, M. Kandemir, M. J. Irwin, A. Sivasubramaniam. Leakage Energy Management in Cache Hierarchies. In Proceedings of the Parallel Architectures and Compilation Techniques Conference (PACT), pages 131-140, September 2002. [25 accepted out of 119 submissions]

120. M. Vilayannur, M. Kandemir, A. Sivasubramaniam. Kernel-Level Caching for Optimizing I/O by Exploiting Inter-Application Data Sharing. In Proceedings of the IEEE International Conference on Cluster Computing, pages 425-432, September 2002.

121. Y. Zhang, A. Sivasubramaniam, S. Nagar, H. Franke. Characterizing the Scalability of Decision-Support Workloads on Clusters and SMP Systems. In Proceedings of Euro-Par Conference, LNCS 24:355-364, September 2002.

122. M. Squillante, Y. Zhang, A. Sivasubramaniam, N. Gautam, H. Franke, J. Moreira. Modeling and Analysis of Dynamic Co-scheduling for a Wide Spectrum of Parallel and Distributed Environments. In Proceedings of the ACM SIGMETRICS Conference on Measurement and Modeling of Computer Systems, pages 43-54, June 2002. [22 accepted out of 170 submissions]

123. G. Kandiraju, A. Sivasubramaniam. Characterizing the d-TLB Behavior of SPEC2000 Benchmarks. In Proceedings of the ACM SIGMETRICS Conference on Measurement and Modeling of Computer Systems, pages 129-139, June 2002. [22 accepted out of 170 submissions]

124. V. Delaluz, A. Sivasubramaniam, M. Kandemir, N. Vijaykrishnan, M. J. Irwin. Scheduler based DRAM Energy Management. In Proceedings of the Design Automation Conference (DAC), pages 697-702, June 2002. [148 accepted out of 491 submissions]

125. G. Kandiraju, A. Sivasubramaniam. Going the Distance for TLB Prefetching: An Application-driven Study. In Proceedings of the International Symposium on Computer Architecture (ISCA), pages 195-206, May 2002. [27 accepted out of 180 submissions]

126. S. Nagar, C. Liu, G. Kandiraju, A. Sivasubramaniam, N. Gautam. Incorporating Quality-of-Service in the Virtual Interface Architecture. In Proceedings of the International Parallel and Distributed Processing Symposium (IPDPS), April 2002. [42 accepted as long papers out of 300 submissions]

127. I. Kadayif, M. Kandemir, N. Vijaykrishnan, M. J. Irwin, A. Sivasubramaniam. EAC: A Compiler Framework for High-Level Energy Estimation and Optimization. In Proceedings of the International Conference on Design Automation and Test in Europe (DATE), pages 436-442, March 2002. [88 accepted as long papers out of 476 submissions]

128. S. Gurumurthi, A. Sivasubramaniam, M.J. Irwin, N. Vijaykrishnan, M. Kandemir, T. Li, L.K. John, Using Complete Machine Simulation for Software Power Estimation: The SoftWatt Approach. In Proceedings of the International Symposium on High Performance Computer Architecture (HPCA-8), pages 141-150, Cambridge, MA, February, 2002. [26 accepted out of 130 submissions]

129. V. Delaluz, M. Kandemir, N. Vijaykrishnan, M. J. Irwin, A. Sivasubramaniam, and I. Kolcu. Compiler-directed array interleaving for reducing energy in multi-bank memories. In Proceedings of the 7th Asia and South Pacific Design Automation Conference and 15th International Conference on VLSI Design (VLSI Design / ASPDAC ’02), January, 2002.

130. N. An, A. Sivasubramaniam, N. Vijaykrishnan, M. Kandemir, M. J. Irwin, S. Gurumurthi. Analyzing Energy Behavior of Spatial Access Methods for Memory-Resident Data. In Proceedings of Very Large Databases (VLDB) Conference, pages 411-420, September 2001. [59 accepted out of 339 submissions]

131. S. Kim, N. Vijaykrishnan, M. Kandemir, A. Sivasubramaniam, M. J. Irwin, E. Geethanjali. Power-aware Partitioned Cache Architectures. In Proceedings of the International Symposium on Low Power Electronics Design (ISLPED), pages 64-67, August 2001.

132. Y. Zhang, A. Sivasubramaniam. Scheduling Best-Effort and Real-Time Piplelined Applications on Time-shared Clusters. In Proceedings of the ACM Symposium on Parallel Algorithms and Architectures (SPAA), pages 209-218, July 2001. [34 accepted out of 93 submissions]

133. S. Tomar, N. Vijaykrishnan, M. Kandemir, A. Sivasubramaniam, M. J. Irwin. Energy Behavior of Java Applications from the Memory Perspective. In Proceedings of the USENIX Java Virtual Machine Research and Technology Symposium (JVM’01), pages 207-219, April 2001. [18 accepted out of 50 submissions]

134. M-T. Yang, R. Kasturi, A. Sivasubramaniam. An Automatic Pipleline Scheduler for Real-Time Vision Applications. In Proceedings of the International Parallel and Distributed Processing Symposium (CD-ROM), April 2001. [48 accepted as long papers out of 276 submissions]

135. N. An, Z. Yang, A. Sivasubramaniam. Selectivity Estimation of Spatial Joins. In Proceedings of the IEEE International Conference on Data Engineering (ICDE), pages 368-375, April 2001. [53 accepted out of 295 submissions]

136. V. Delaluz, M. Kandemir, N. Vijaykrishnan, A. Sivasubramaniam, M. J. Irwin. DRAM Energy Management Using Software and Hardware Directed Power Mode Control. In Proceedings of the International Symposium on High Performance Computer Architecture (HPCA-7), pages 159-169, January 2001. [26 accepted out of 110 submissions]

137. S-E. Kim, C. R. Das, A. Sivasubramaniam. Performance Analysis of a Buffer Management Technique for Interactive Video-on-Demand. In Proceedings of the International Conference on Multimedia Modeling, pages 349-370, November 2000.

138. Y. Zhang, H. Franke, J. Moreira, A. Sivasubramaniam. The Impact of Migration on Parallel Job Scheduling for Distributed Systems. In Proceedings of Euro-par, LNCS 1900:242-251, September 2000.

139. S. Nagar, A. Sivasubramaniam, J. Rodriguez, M. Yousif. Issues in the Design and Implementation of a Scalable Virtual Interface Architecture. In Proceedings of the International Conference on Parallel Processing, pages 405-412, August 2000.

140. Y. Zhang, A. Sivasubramaniam, J. Moreira, H. Franke. A Simulation-based Study of Scheduling Mechanisms for a Dynamic Cluster Environment. In Proceedings of the ACM International Conference on Supercomputing, pages 100-109, May 2000. [33 accepted out of 122 submissions]

141. L. Tao, L. K. John, N. Vijaykrishnan, A. Sivasubramaniam, A. Murthy, J. Sabarinathan. Using Complete System Simulation to Characterize SPECjvm98 Benchmarks. In Proceedings of the ACM International Conference on Supercomputing, pages 22-33, May 2000. [33 accepted out of 122 submissions]

142. Y. Zhang, H. Franke, J. Moreira, A. Sivasubramaniam. Improving Parallel Job Scheduling by Combining Gang Scheduling and Backfilling Techniques. In Proceedings of the International Parallel and Distributed Processing Symposium (IPDPS), pages 133-142, May 2000. [107 accepted out of 303 submissions]

143. J. Jin, N. An, A. Sivasubramaniam. Analyzing Range Queries on Spatial Data. In Proceedings of the IEEE International Conference on Data Engineering (ICDE), pages 525-534, February 2000. [41 accepted out of 300 submissions]

144. K. H. Yum, A. Vaidya, C. R. Das, A. Sivasubramaniam. Investigating QoS Support for Traffic Mixes Using MediaWorm. In Proceedings of the International Symposium on High Performance Computer Architecture (HPCA-6), pages 97-106, January 2000. [35 accepted out of 163 submissions]

145. R. Radhakrishnan, N. Vijaykrishnan, L. John, A. Sivasubramaniam. Execution Characteristics of Java Run-time Systems. In Proceedings of the International Symposium on High Performance Computer Architecture (HPCA-6), pages 387-398, January 2000. [35 accepted out of 163 submissions]

146. S. Nagar, A. Banerjee, A. Sivasubramaniam, C. R. Das. A Closer Look at Coscheduling Approaches for a Network of Workstations. In Proceedings of the ACM Symposium on Parallel Algorithms and Architectures (SPAA), pages 96-105, June 1999. [24 accepted out of 90 submissions]

147. A.S. Vaidya, A. Sivasubramaniam, C. R. Das. LAPSES: A Recipe for High Performance Adaptive Router Design. In Proceedings of the Fifth International Symposium on High Performance Computer Architecture (HPCA), pages 236-243, January 1999. [24 accepted as regular papers out of 117 submissions]

148. N. An, L. Qian, A. Sivasubramaniam, T. Keefe. Evaluating Parallel R-Tree Implementations on a Network of Workstations, In Proceedings of the 6th ACM Symposium on Geographical Information Systems, pages 159-160, November 1998.

149. A.Silla, J. Duato, A. Sivasubramaniam, C. R. Das. Virtual Channel Multiplexing in Networks of Workstations with Irregular Topology. In Proceedings of the International Conference on High Performance Computing, pages 147-154, December 1998.

150. D. Seed, A. Sivasubramaniam, C. R. Das. Communication in Parallel Applications: Characterization and Sensitivity Analysis. In Proceedings of the 26th International Conference on Parallel Processing (ICPP), pages 446-453, August 1997. (Regular Paper) [37 accepted as regular papers out of 198 submissions]

151. M. Kasbekar, S. Nagar, A. Sivasubramaniam. pSNOW: A Tool to Evaluate Architectural Issues for NOW Environments. In Proceedings of the 11th ACM International Conference on Supercomputing (ICS), pages 100-107, July 1997. [43 accepted out of 135 submissions]

152. A. Vaidya, A. Sivasubramaniam, C. R. Das. Performance Benefits of Virtual Channels and Adaptive Routing: An Application-driven Study. In Proceedings of the 11th ACM International Conference on Supercomputing (ICS), pages 140-147, July 1997. [43 accepted out of 135 submissions]

153. A.Sivasubramaniam. Reducing the Communication Overhead of Dynamic Applications on Shared Memory Multiprocessors. In Proceedings of the 3rd International Symposium on High Performance Computer Architecture (HPCA), pages 194-203, January, 1997. [30 accepted out of 150 submissions]

154. S. Chodnekar, V. Srinivasan, A. Vaidya, A. Sivasubramaniam, C. R. Das. Towards a Communication Characterization Methodology for Parallel Applications. In Proceedings of the 3rd International Symposium on High Performance Computer Architecture (HPCA), pages 310-319, January, 1997. [30 accepted out of 150 submissions]

155. U. Ramachandran, G. Shah, A. Sivasubramaniam, A. Singla. Architectural Mechanisms for Explicit Communication on Shared Memory Multiprocessors. In Proceedings of Supercomputing, December 1995. [69 accepted out of 241 submissions; 3 accepted out of 18 in Architecture]

156. A.Sivasubramaniam, A. Singla, U. Ramachandran, H. Venkateswaran. On Characterizing Bandwidth Requirements of Parallel Applications. In Proceedings of the ACM SIGMETRICS Conference on Measurement and Modeling of Computer Systems, pages 198-207, May 1995. [27 accepted out of 123 submissions]

157. A.Sivasubramaniam, A. Singla, U. Ramachandran, H. Venkateswaran. Abstracting Network Characteristics and Locality Properties of Parallel Systems. In Proceedings of the 1st International Symposium on High Performance Computer Architecture (HPCA), pages 54-63, January, 1995. [36 accepted out of 190 submissions]

158. A. Sivasubramaniam, A. Singla, U. Ramachandran, H. Venkateswaran. An Approach to Scalability Study of Shared Memory Parallel Systems. In Proceedings of the ACM SIGMETRICS Conference on Measurement and Modeling of Computer Systems, pages 171-180, May 1994. [25 accepted out of 110 submissions]

159. A. Sivasubramaniam, U. Ramachandran, H. Venkateswaran. A Computational Model for Message-Passing. In Proceedings of the 6th International Parallel Processing Symposium (IPPS), pages 358-361, March 1992. [118 accepted out of 352 submissions]

Workshops

1. I. Narayanan, D. Wang, A. Mamun, A. Sivasubramaniam, H. K. Fathy. Should we Dual-Purpose Energy Storage in Datacenters for Power Backup and Demand Response? In Proceedings of the USENIX Workshop on Hot Topics in Power-aware Computing and Systems (HotPower), October 2014. [9 accepted out of 26 submissions]

2. I. Narayanan, A. Kansal, A. Sivasubramaniam, B. Urgaonkar, S. Govindan. Towards a leaner Geo-Distributed Cloud Infrastructure. In Proceedings of the USENIX Workshop on Hot Topics in Cloud Computing (HotCloud), June 2014. [22 accepted out of 72 submissions]

3. S. Iyer, V. Sarangan, A. Vasan, A. Sivasubramaniam. Watts in the Basket – Energy Analysis of a Retail Chain. In Proceedings of the ACM Workshop on Embedded Systems for Energy-Efficient Buildings (BuildSys), November 2013

4. J. Kandangal, S. Thirunavukkarasu, A. Vasan, V. Sarangan, A. Sivasubramaniam. E↓ ≠ H20↓ : The Energy-Water Nexus in Campuses. In Proceedings of the ACM Workshop on Embedded Systems for Energy-Efficient Buildings (BuildSys), November 2013.

5. D. Wang, A. Sivasubramaniam, B. Urgaonkar. A Case for Heterogeneous Flash in the Datacenter. In Proceedings of the International Workshop on Datacenter Performance, Philadelphia, July 2012. [Invited Paper]

6. N. Iyswarya, A. Vasan, V. Sarangan, A. Srinivasan, A. Sivasubramaniam. Networking Lessons: From Computers to Water. In Proceedings of the COMSNET Workshop on Energy in Communication, Information and Cyber-physical Systems, January 2012.

7. S. Govindan, D. Wang, Y. Chen, A. Sivasubramaniam, B. Urgaonkar. Towards Realizing a Low Cost and Highly Available Datacenter Power Infrastructure. In Proceedings of the Workshop on Power-aware Computing and Systems (HotPower), October 2011.

8. B. C. Tak, B. Urgaonkar, A. Sivasubramaniam. To Move or Not to Move: The Economics of Cloud Computing. In Proceedings of the USENIX Workshop on Cloud Computing (HotCloud), June 2011. [23 accepted out of 72 submissions]

9. W. Qin, Q. Wang, A. Sivasubramaniam. An LPV Approach to Performance Control of Web Servers Under Self-Similar Workloads. In Proceedings of the Second IEEE International Workshop on Feedback Control Implementation and Design in Computing Systems and Networks, Munich, May 2007

10. S. Chaitanya, K. Butler, A. Sivasubramaniam, P. McDaniel, M. Vilayannur. Design, implementation and evaluation of security in iSCSI-based network storage systems. In Proceedings of International Workshop on Storage Security and Survivability (StorageSS ’06), October 2006.

11. S. Gurumurthi, A. Parashar, A. Sivasubramaniam. SOS: Using Speculation for Memory Error Detection. In Proceedings of the Workshop on High Performance Computing Reliability Issues (HPCRI), February 2005.

12. V. Natarajan, S. Gurumurthi, A. Sivasubramaniam. Is Traditional Power Management + Prefetching-DRPM for Server Disks? In Proceedings of the Workshop on Computer Architecture Evaluation Using Commercial Workloads, pages 48-56, February 2005.

13. M. Li, W-C. Lee, A. Sivasubramaniam, D. Lee. A Small World Overlay Network for Semantic Based Search in P2P Systems. In Proceedings of the Second Workshop on Semantics in Peer-to-Peer and Grid Computing (SemPGRID’04), pages 71-90, New York City, NY, May 2004.

14. M. Li, W-C. Lee, A. Sivasubramaniam Efficient peer to peer information sharing over mobile ad hoc networks. In Proceedings of the Second WWW Workshop on Emerging Applications for Wireless and Mobile Access (MobEA’04), New York City, NY, May 2004.

15. R. Sahoo, I. Rish, A. Oliner, M. Gupta, J. Moreira, S. Ma, R. Vilalta, A. Sivasubramaniam. Autonomic Computing Features for Large-scale Server Management and Control. In Proceedings of the Workshop on AI and Autonomic Computing (held in conjunction with IJCAI), August 2003.

16. Y. Zhang, J. Zhang, A. Sivasubramaniam, C. Liu, H. Franke. Characterizing TPC-H on a Clustered Database Engine from the OS Perspective. In Proceedings of the Workshop on Computer Architecture Evaluation using Commercial Workloads (CAECW-02), February 2002.

17. N. Kirubanandan, A. Sivasubramaniam, N. Vijaykrishnan, M. Kandemir, M. J. Irwin. Memory Energy Characterization and Optimization for the SPEC2000 Benchmarks. In Proceedings of the IEEE Workshop on Workload Characterization (held in cojunction with MICRO), November 2001.

18. A. Kadayif, T. Chinoda, M. Kandemir, N. Vijaykrishnan, M.J. Irwin, and A. Sivasubramaniam. vEC: Virtual Energy Counters. In Proceedings of the ACM SIGPLAN/SIGSOFT Workshop on Program Analysis for Software Tools and Engineering (PASTE), pages 28-31, June 2001.

19. Y. Zhang, J. Moreira, H. Franke, A. Sivasubramaniam. An Integrated Approach to Parallel Scheduling Using Gang-Scheduling, Backfilling, and Migration. In Proceedings of the Workshop on Job Scheduling Strategies for Parallel Processing, Springer-Verlag LNCS 2221:139-158, June 2001.

20. M. J. Irwin, M. Kandemir, N. Vijaykrishnan, A. Sivasubramaniam. A Holistic Approach to System Level Energy Optimization. In Proceedings of the tenth International Workshop on Power and Timing Modeling, Optimization and Simulation (PATMOS), Springer-Verlag LNCS 1918:88-107, 2000.

21. S-E. Kim, A. Sivasubramaniam, C. R. Das. Analyzing Cache Performance for Multimedia Servers. In Proceedings of the Workshop on Architectural and Operating Systems Support for Multimedia Applications, pages 38-47, August 1998.

22. M. Bangalore, A. Sivasubramaniam. Remote Subpaging Across a Fast Network. Lecture Notes in Computer Science, 1362:74-87, February 1998. (In Workshop on Communication, Architecture and Applications for Network-based Parallel Computing (CANPC)).

23. S. Nagar, D. Seed, A. Sivasubramaniam. Implementing Protected Multi-User Communication for Myrinet. Lecture Notes in Computer Science, 1362:30-44, February 1998. (In Workshop on Communication, Architecture and Applications for Network-based Parallel Computing (CANPC)).

24. U. Ramachandran, H. Venkateswaran, A. Sivasubramaniam, A. Singla. Issues in Understanding the Scalability of Parallel Systems. In Proceedings of the First International Workshop on Parallel Processing, pages 399-404, December 1994.

25. With I. Yanasak et al. Parallelizing Sequential Algorithms for the Generalized Assignment Problem. In Proceedings of the DIMACS Implementation Challenge Workshop, October, 1994.

26. U. Ramachandran, H. Venkateswaran, A. Sivasubramaniam. A Top-down Approach to the Scalability Study of Shared Memory Multiprocessors. In Proceedings of the Second Workshop on Scalable Shared Memory Multiprocessors (held in conjunction with ISCA’91), May 1991.

Research Grants

1. SHF: Medium: Embracing Architectural Heterogeneity through Hardware-Software Co-design, NSF Software Hardware Foundations, co-PI (with Das, Kandemir), 2018-2011, $1,200,000. [Ongoing]

2. CRISP: Center for Research on Intelligent Storage and Processing-in-Memory, DARPA/SRC Joint University Microelectronics Program (JUMP), (with Narayanan), 2018-2022, $2,325,000 (+ $1,237,000 cost-share from Penn State) through sub-contract from University of Virginia out of $27,461,402. [Ongoing]

3. Integrated Hardware-Software Power Regulation, Allocation and Isolation in Consolidated Environments, PI, 2017-2020, $500,000. [Ongoing]

4. A Fresh Look at Near Data Computing: Coordinated Data and Computation Government, NSF Exploiting Parallelism and Scalability, Co-PI (with Kandemir, Das), 2016-2019, $875,000. [Ongoing]

5. GEMDROID: A Comprehensive Platform for Studying Architectural Issues for Next Generation Mobile Systems, NSF Computational Research Infrastructure, co-PI (with Das, Kandemir), 2016-2019, $1,000,000. [Ongoing]

6. MRI: Acquisition of High Performance Hybrid Computing Cluster to Advance Cyber-Enabled Science and Education at Penn State, I (PI: Y. Li), 2016-2019, $920,000. [Ongoing]

7. Virtualizing Coordinated Resource Management of Flows on Handhelds with VIADUCT, NSF Software Hardware Foundations, PI (with Das, Kandemir), 2015-2018, $499,998. [Ongoing]

8. Extracting Scalable Parallelism by Relaxing the Contracts across the System Stack, NSF Exploiting Parallelism and Scalability, Co-PI (with Kandemir, Das), 2014-2018, $850,000. [Ongoing]

9. Provisioning and Harnessing Energy Storage for Datacenter Demand Response, NSF Computer and Network Systems (Medium), PI, (with Fathy, Urgaonkar), 2013-2018, $1,000,000.

10. Breaking the Physical Divide between Compute and NAND Flash Storage, NSF Computing and Communications Foundations (Medium), co-PI (with Kandemir, Das), 2013-2017, $800,000

11. Architecting the Next-Generation Memory Hierarchy: A Holistic Approach, Co-PI (with C. Das, M. Kandemir, V. Narayanan, Y. Xie), 2012-2017, $1,350,000.

12. Health-aware Battery Management for Datacenter Power Demand Response, Google Research Award, PI, 2013-2014, $50,000.

13. Mechanisms and Policies for Exploiting Energy Storage in the Datacenter, Google Research Award, PI, 2012-2013, $42,000

14. INSpiRE: Infrastructure for heterogeNeous System ResEarch, NSF Computing Research Infrastructure, Co-PI (with Das, Kandemir, Kifer, Narayanan), 2012-2015, $550,000

15. Harnessing Cross-Layer Heterogeneity for future CMPS, NSF Computing and Communications Foundations, Co-PI (with Das, Kandemir, Narayanan, Xie), 2011-2013, $300,000

16. Exploring Managed Soft Computing for Data Intensive Applications, NSF Computing and Communications Foundations, Co-PI (with Das, Kandemir), 2011-2013, $300,000

17. Providing Leeway for Tighter Power Provisioning in the Datacenter, Google Research Award, PI, 2011-2012, $80,000

18. Shaving Peak Power Consumption of Datacenters, HP Innovation Research Program, PI (with B. Urgaonkar), 2010-2011, $75,000

19. HybridStore: An Enterprise Scale Storage System Employing Solid State Memory and Hard Drives, NSF Computing and Communication Foundations, Co-PI (with B. Urgaonkar), 2008-2012, $300,000

20. RIVER: Resource Management Infrastructure for Consolidated Hosting in Virtualized Data Centers, NSF Computer Networks and Systems, Co-PI (with B. Urgaonkar), 2007-2012, $432,000

21. Pro-active Runtime Health Enhancement of Large-scale Parallel Systems Using PROGNOSIS, NSF Computer Networks and Systems, PI, 2006-2011, $357,980

22. Application-adaptive I/O Stack for Data-intensive Scientific Computing, NSF HECURA, PI, 2006-2009, $20,000

23. Exploiting Asymmetry in Performance and Security Requirements for I/O in High-end Computing, NSF HECURA, PI (with P. McDaniel), 2006-2009, $699,690

24. Indexing Multi-Dimensional Data in Peer-to-Peer Systems, NSF Information and Intelligent Systems, co-PI (with W-C. Lee), 2006-2009, $350,000

25. Autonomic Power Management for Blade Centers hosting Client Workloads, IBM Faculty Award, PI, 2005, $25,000

26. PROGNOSIS to enhance the Runtime Health of Large Scale Systems, NSF Computer and Network Systems, PI, 2005-2006, $180,000

27. Tools and Techniques for Integrated Power Management of Server Disks, NSF Computing Processes and Artifacts, PI, 2004-2007, $190,000

28. Autonomic Power and Performance Management of Clustered Services, IBM Faculty Award, PI, 2004, $25,000

29. Online Control for Self-Tuning Autonomic Storage Systems, Pittsburgh Digital Greenhouse, PI (with Q. Wang), 2004-2005, $170,008 (+$60,672 from Penn State + $25,000 from Seagate Corp.)

30. Data-driven Autonomic Performance Modulation for Servers, NSF Information Technology Research (ITR-Medium), PI (with N. Gautam, Q. Wang), 2003-2005, $550,590 (+$89,402 match from Penn State)

31. Scalable and Self-Healing Database Services on Linux Clusters, IBM Shared University Research grant, PI, 2003, $154,508 (+$44,857 match from Penn State)

32. Building Self-healing Clustered Database Servers, IBM Faculty Award, PI, 2002, $40,000 33. From High Performance to Low Power: Infrastructure for Ubiquitous Computing, NSF CISE Research

Resources, PI (with M. Kandemir, N. Vijaykrishnan, M. J. Irwin), 2002-2005, $49,556 (+$49,556 match from Penn State)

34. I3C: An Infrastructure for Innovation in Information Computing, NSF CISE Research Infrastructure, I (PIs: C. R. Das et al.), 2002-2007, $1,795,729

35. Windows CE Lab, Microsoft Corp., PI, 2001-2004, $25,000 36. POWERful Software for Power Constrained Systems, NSF Next Generation Software Program, PI (with

M. J. Irwin, M. Kandemir, N. Vijaykrishnan), 2001-2004, $600,666 37. Systems Support for High Performance I/O on Shared Storage Clusters, NSF Operating Systems and

Compilers, co-PI (with M. Kandemir), 2001-2004, $240,000 38. Scalable Algorithms and Distributed Agent Architectures for Adaptive Enterprises, NSF DMI, co-PI

(with V. Prabhu, S. Kumara), 2000, $100,000 39. Scheduling Support for High Performance Clusters, NSF Operating Systems and Compilers, PI, 2000-

2003, $195,000 40. A Low-Cost, High Performance Computing Platform, NSF CISE Instrumentation, co-PI (with C. R. Das),

1999-2002, $79,972 41. An Integrated Approach for Quality of Service in Cluster Networks, NSF Computer Systems

Architecture, co-PI (with C. R. Das), 1999-2002, $380,365 42. High Performance Computing Using Windows NT Servers, UNISYS Corporation, PI, 1998, $43,976 43. A Network of Workstations for High Performance Computing, NSF CISE Instrumentation, co-PI (with C.

R. Das), 1997, $110,550 44. Realizing Cost-effective Parallel Systems Using an Application-driven Approach, NSF CAREER Award,

PI, 1997-2001, $223,000

45. An Integrated Approach for Effective Representation and Analysis of Space/Time Environmental Data, EPA, I (PIs: D. Peuquet, A. MacEachren), 1996-99, $594,237

46. Developing and Evaluating Low-cost Communication for a Network of Workstations, IBM Shared University Research Grant, co-PI (with C. R. Das), 1996, $193,240

Honors and Awards

Fellow of ACM, 2017 with citation “for contributions to power management of datacenters and

high-end computer systems”

Distinguished Professor of Computer Science & Engineering, 2017

#4 in "HPCA Hall of Fame" (http://ieeetcca.org/awards/hpca-hall-of-fame/)

Amongst most published author in the highly competitive ACM SIGMETRICS Conferences

(http://dl.acm.org/event.cfm?id=RE187&CFID=554814684&CFTOKEN=44363922)

“ISCA Hall of Fame” (http://pages.cs.wisc.edu/~arch/www/iscabibhall.html)

Google Faculty Research Award, 2013

Best Paper Awards: ACM Systor 2016, ACM eEnergy 2015, IEEE IISWC 2013, IEEE MASCOTS 2012,

IEEE MASCOTS 2008.

Invited Lecturer, International Summer School on Advanced Computer Architecture and

Compilation for High Performance and Embedded Systems (ACACES), Fiuggi, Italy, 2013

Fellow of IEEE, 2012 with citation "for contributions to power management of storage systems and

high performance computer systems"

Google Faculty Research Award, 2012

Sustainable Computing Register “Pick of the Month” paper, September 2012.

Regional Winner, “Most Promising Innovation” for Power InSight at Tata Innovista, 2011.

ACM Distinguished Scientist, 2011

Google Faculty Research Award, 2011

HP Innovation Award, 2010

IBM Faculty Award, 2005

IBM Faculty Award, 2004

Faculty Teaching Award, Dept. of Computer Science and Eng., Penn State, 2003

IBM Faculty Award, 2002

NSF Faculty Career Development Award, 1997

Graduate Research Assistant award in the College of Computing at Georgia Tech for outstanding

research,1995

Participated in the 1991 Summer Institute on Parallel Computing at Argonne National Laboratory

(25 students selected nationwide)

Admitted with financial support for a Course on the Structure of Parallel Machines at Fibonacci

Institute, Italy, in 1991 (10 students selected worldwide)

Member of a team that developed a Multilingual Spreadsheet which was awarded the First Prize at

the Annual Computer Society of India Convention (CSI-88)

National Talent Search Scholarship (a prestigious undergraduate fellowship in India)

All India 39th Rank (out of 100,000) in the Joint Entrance Examination to the Indian Institute of

Technology

All India 1st Rank in the Senior School Certificate Examination of Grade 12 (standardized exam

across India taken by more than 100,000 students)

Winner of Major General Virendra Singh Gold Medal for standing first in Mathematics in India

(1985)