Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information /...

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Name Title: InfoSphere Streams Jaskiran Bhatia Country Manager – Information Management

Transcript of Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information /...

Page 1: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Name

Title:

InfoSphere Streams

Jaskiran BhatiaCountry Manager – Information Management

Page 2: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Rules! Mining ! Custom Analytics!

…………….…..In micro seconds

Page 3: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

….…

& these opportunities are everywhere

Stock market

Impact of weather on securities prices

Analyze market data at ultra-low latencies

Transportation

Intelligent traffic Management

Health & Life Sciences

Neonatal ICU monitoring

Epidemic early warning system

Remote healthcare monitoring

Page 4: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

….…

& these opportunities are everywhere

e-Science

Space weather prediction

Detection of transient events

Synchrotron atomic research

Telephony

CDR processing

Social analysis

Churn prediction

Geomapping

Real-time multimodal surveillance

Situational awareness

Cyber security detection

Law Enforcement, Defense & Cyber Security

Page 5: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Traffic Control System in City of Stockholm

• Data sources– GPS from 1000’s taxis

– Loop Sensors• Speed of traffic

• Flow –

density of traffic (cars per second)

– CCTV video inside tunnels

– Real Time Weather data

• Output– Travel time forecasts

• Via SMS

• Now, In 30 minutes, 1 hour, 2 hours etc

• Integrate with existing system

Page 6: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Traffic Management for Sustainability and Efficiency

• Multimodal Data Streams– GPS

– Cell-phones (location tracking)

– Public Transport (bus, docking)

– Pollution measurements

– Weather Conditions (including road conditions)

– Optical traffic flow detectors

– Travel time data based on plate recognition

– Induction loop detector data

– Accidents in network as they are being recorded

– Road closures (road work, etc)

– Still pictures from road cameras

• Real Time Traffic Monitoring & Information

• (Multimodal) Travel Planner

GPSData

Streams

Real Time Transformation

Logic

Real Time Geo

Mapping

Real Time Speed & Heading

Estimation

Real Time Aggregates & Statistics

DataWarehouseWeb

Server

GoogleEarth

Offlinestatisticalanalysis

Interactivevisualization

Storageadapters

Only 4 x86 Blade servers to process 250,000 GPS probes per second, maps of 630,000 line segments

Page 7: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Matching map artifact

Estimated path

GPS probe

Estimated speed & heading

Real Time Geo Mapping & Speed Estimation

Page 8: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Web Zero platform

Capture weather sensor data, analyses hurricane predicted path

Estimate impact on portfolios

Recommendations Based on Hurricane Forecast

Compute portfolio market indicators

(low latency) Make recommendations

and notify

Capture market data

(high volume)

System S platform

DHTML Result rendering

Real-time projections of hurricane path

Dynamically updated risk assessment

for assets in projected path

Correlate combined risk and trade VWAP to

determine buy/sell recommendations

Page 9: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

‘World’s fastest’

options trading prototype

• Identify and execute trades

• Process over 5M events per second with average latency of 150 microseconds

• Expand to incorporate content feeds, news text, audio, video, to establish greater context for better decisions

CIO TD Bank "TD Bank Financial Group worked with IBM Research to develop a first-of-a- kind architecture capable of consuming, analyzing and acting on real-time market data while maintaining sub-millisecond response times even under extreme data loads”

Page 10: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Equities Trading “Starter Application”

Modular designComponents are plug-replaceable –

extend these or substitute your ownDemonstrates how trading strategies may be swapped out at runtime, without stopping the rest of the application

TradingStrategy

module looks for opportunities that have specific quality values and trends

OpportunityFinder

module looks for opportunities and computes quality metrics

SimpleVWAPCalculator

module computes a running volume-weighted average price metric

Page 11: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Predictive Analytics using InfoSphere Streams in a neo natal ICU helps detect life threatening conditions upto 24hrs earlier

• Real Time analytics and correlations on physiological data streams – Blood pressure, Temperature, EKG,

Blood oxygen saturation etc.,

• Early detection of the onset of potentially life threatening conditions– Upto 24 hours earlier than current

medical practices – Early intervention leads to lower

patient morbidity and better long term outcomes

• Technology also enables physicians to verify new clinical hypotheses

Page 12: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Law Enforcement and Security –

Federal Government

• Streams of information including video surveillance, wire taps, communications, call records, etc.

• Millions of streams per second with low density of critical data

• Identify patterns and relationships among vast information sources

"The US Government

has been working with IBM Research since 2003

on a radical new approach

to data analysis that enables high

speed, scalable and complex analytics of heterogeneous data streams in motion. The project has been so successful

that US

Government will deploy additional installations

to enable other agencies to

achieve greater success in various future projects" -

US

Government

Page 13: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

SPSS Modeler to Build Model, Streams to Detect Quickly Characterization of ‘Motive’

Build rulesets (‘profiles’) of various cause categories

Utilizing crime scene information such as . . .

Crime reports when entered

REAL-TIME ANALYTIC PROCESSING

Page 14: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Data stored forfuture auditingand evidencerequirements

Data from 911 calls, satellite feeds, imagery from city traffic cameras

Streams defines the geo spatial location of the call by running powerful analytics in real time using satellite communication link and draws in city camera feeds from around the area

Real time support for 911 dispatcher and field personnel

Government and Law Enforcement: e911 Support

Page 15: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Sharpe Engineering and US Navy Phase 1 SBIR Research

Navy SensorsAdvanced Analytics

InfoSphere Streams

•Identify/build sample problem

•Preliminary sizing

•Est. development, deployment and operation costs

•Possible use cases

Maritime commerce & Anti piracy

Unmanned surface vehicles

Disaster relief

Cyber security

+ + =

Sharpe EngineeringCommand & Control

Page 16: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Temporal Anomalies,Event / Destination Correlations,Partial periodicity

From Data Analytics To Smarter Cyber SecurityIDS

Humanannotations

InfoSphere Warehouse

Firewall

IPS/ADS

Sensors

DNS

ID & NAC

App/DB

Live Data

Logs

Unsupervised Supervised

Channel Profiles

Botnet Models

ADS Models

Statistical Models

Security Events

Event Normalization

Historical data summaries &evidence

Data Repository: Log aggregation / normalization

Temporal Analysis

Security Analytics, e.g.,Botnet Analytics

Entity Analytics (GNR, ...)

Self-tuning

Feedback

Manual Tuning

True Positives/False Positives

Page 17: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Forecasting Space Weather at LOFAR Outrigger in Scandinavia (LOIS)

Triaxial Antenna InfoSphere Streams

Radio signal input and data preparation

Signal detection and noise filtering

Strength and 3D directional analysis

Swedish Institute of Space Physics

Solar Flares

Space Weather prediction

regarding impact on satellites and

electric grids+ + =

Page 18: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Telco Moving to Agile, Real-time Processes & Analytics

Information Management EvolutionInformation Management Evolution

2006 2010

Bus

ines

s V

alue

Bus

ines

s V

alue

2007/8

Corporate Visibility

Data Infrastructure Optimization

Marketing Campaign &

Service Analytics

Large Indian Wireless Telco. 100+ million customers. >10% annual

growth. Expanding operations abroad and growing to provide real-time services and 3G capabilities to customers.

Reduce Complexity Manage Risk Reduce Cost•

Reduce data latency from 6-12 hours to seconds

Improvement in data processing throughput

Implemented fault tolerant,

and flexible solution

Consolidated existing

integration systems by 50%

Streamlined development & maintenance of data services

Single, real-time data feed for Fraud,

BI & Revenue Assurance systems

Enterprise Data Warehouse, Data Marts & Reporting

Enterprise Data Enterprise Data Warehouse, Data Warehouse, Data Marts & ReportingMarts & Reporting

Cross-sell/Up-Sell,Reduced Activation

Time

Operational Efficiency

Customer Analytics and Business Process Management

Customer Analytics and Business Customer Analytics and Business Process ManagementProcess Management

Real-time CDR processing Real-time CDR processing

Page 19: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing

Cognos

SpreadsheetsApplications

Info Server

Data Marts

SOA Web Service

Fin Planning

Mashups

InfoSphere Warehouse

InfoSphereStreams

DB2

• ERP,CRM and Other Data Sources

Real Time User Analytics

AnalyticModels

Pre-processed Data

CDRs

Page 20: Name InfoSphere Streams - IBM · Streams provides tight integration with existing Information / Analytics Infrastructure for Call Detail Record Processing. Cognos. Spreadsheets. Applications.

Real Time Charging system telco in Japan

1. The Pain PointReal time charging can increase revenue/profitBut:

• 20 million users • Dramatic call and IP traffic growth• SMS grows at 30% annually

Even hourly summaries were hard to do

2. The SolutionInfoSphere Streams with solidDB processes:

• 55K CDRs per second on 1 octicore node• 10 million in 200 seconds

• 160K CDRs per second on 3 octicore nodes• 10 million in 60 seconds

• Nearly linear growth• Architectural pattern to prevent data loss• Demonstrated high software productivity

3. The Happy Ending

Telco is extending the pilot; in production in 1H 2011Platform to create new real time billing system