What’s holding back Analytics at the Edge?...Pixeom (microdatacenters) Fog Edge (IoT Gateways)...
Transcript of What’s holding back Analytics at the Edge?...Pixeom (microdatacenters) Fog Edge (IoT Gateways)...
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Nubix.ioRACHEL TAYLORCEO
What’s holding back Analytics at the Edge?
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Data, Data, Data
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Deluge of Devices & Data41.6 Billion Connected IoT Devices by 2025
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1960 1970 1980 1990 2000 2010 2020
Num
ber o
f Edg
e D
evic
esC
ompu
te D
eman
d at
the
Edg
eEvolution of the Enterprise Architecture
MainframeNo processing power at the edge
CloudProliferation of cloud compute
centralization
Client-ServerPCs processing at the edge
Edge-IoTEverything from servers to shoes
needs to be smart
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Current Enterprise ArchitectureCloud-Native▪ Centralized▪ Container-based▪ Near limitless Compute▪ Powerful Analytics
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Transforming Enterprises - Edge IoT Analytics
Massive Impact▪ OT Flexibility
▪ Drive Business Expansion
▪ Net New Revenue
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Software is eating the world…but only nibbled at the edge
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Value of IoT DataIn Real-Time▪ Analyze the Data▪ Draw Insights▪ Improve Actions & Outcomes
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Centralized & Cloud only AnalyticsCentralized Fails▪ High data volumes▪ Data transport/processing expense▪ Security/Compliance▪ Latency inherent
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Lack of Real-time Insights
5% O&G data analyzed
Takes 30 daysto get production
data on wells
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Oil & Gas: Production Impact
* Fracking specific stats
⅓ of potential oil extracted
1.7T Barrels 5T Barrelsvs
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Companies who invest in analytics get higher growth and ROI
McKinsey* found that companies who invest in analytics are seeing, on average:
▪ Revenue growth 5x better than their peers
▪ Profit growth 8x higher than their peers
▪ Return to shareholders 2x higher than their peers
Edge Analytics & ROI
* McKinsey Report: *https://www.oilandgaseng.com/articles/edge-computing-comes-to-the-oil-and-gas-industry/
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Edge IoT Analytics Challenges
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Top 3 Challenges holding back Analytics at the Edge
▪ Analytics Gap▪ Technology Gap▪ Near-edge
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Analytics Gap
▪ Non-embedded Developers (lack hardware, firmware, C/C++ skills)
▪ Lack of Data Curation/Management Tooling
▪ Lack of Analytics Services on Tiny Platforms
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Technology Gap
▪ Resource Constraints: Compute, Power, Connectivity
▪ Variety/Complexity of IoT Ecosystem
▪ Lack of Standards
▪ Risky Firmware Updates (bricking)
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Most Challenging: Near-edge
▪ 97% listed Real-time Analysis of data/telemetry as most challenging obstacle
▪ Zero latency tolerance, 100% reliability
▪ Example Use Cases ▪ Signal-processing▪ Predictive/Preventative Maintenance▪ Vibration Analysis
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Edge IoT Platforms - Issues
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ABB Ability Platform
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AVnet IoT Connect Platform
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Open IoT Platform - Agnostic Systems
✓ Vital real-time insights at every layer▪ Cloud - ecosystem level insights▪ Gateway - system level insights ▪ Device - equipment level insights
✓ Develop Once - Deploy Anywhere
✓ Easy to Update
✓ Cross-platform/Multi-vendor
✓ Calls for Standardization
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How do we enable Edge IoT Analytics?Tiny Containers & Tiny Services!
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Edge-Native Containers & ServicesEdge-Native Requirements▪ Embedded: compute at the data source▪ Intelligent: analytics on edge devices▪ Risk: continuous deployment
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Nubix: Edge-Native with Cloud-Native Sensibilities
▪ Tiny Containers▪ Tiny Services▪ Orchestration
▪ DevOps▪ Microservices▪ Elastic
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Develop Once, Deploy Anywhere
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What Does a Container Deployment Look Like?
Firmware&
Analytics
Firmware
Analytics
▪ Stable
▪ Unchanging
▪ Update Independently
▪ Low-Risk ▪ Static -
Just Analytics
▪ Risky
Traditional With Nubix
Container
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Container Landscape
Cloud Edge
Docker CEDocker EEKubernetes
Nubix
BalenaZededaPixeom
(microdatacenters)
Fog Edge(IoT Gateways)
Device Edge(Controllers, Sensors, ...)
EmbeddedArm A-ClassArm M-Class
WorkstationIntel Atom
AMD A-SeriesArm A-Class
EnterpriseIntel Xeon
AMD Opteron
Linux-based containers can’t cross the M-class barrier
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Developing with Nubix
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Speaker/Demo Hours:Thursday 12-1pm2nd Floor Convention Center
Rachel Taylor Tom [email protected] [email protected] 415.490.7542