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Detect events across extended environment in real-time

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Title: Detect events across extended environment in real-time


1
Event-Driven Applications Costs, Benefits and
Design Approaches
  • K. Mani Chandy
  • California Institute of Technology
  • mani_at_cs.caltech.edu

Special thanks to Roy Schulte and David Luckham.
2
Outline
  • PART 1 What is an EDA application? What is its
    expected ROI?
  • PART 2 EDA and SOA both are necessary. Why?
  • PART 3 Getting started. Components of EDA you
    probably have them already the next step is to
    integrate them.

3
EDA Business Value Proposition
  • Respond to events threats and opportunities to
    the enterprise in a timely fashion.

4
What is an Event?
  • An event is a significant change in state.

Cannot make your flight connection
Event
State
State
5
What is a Significant State Change?
Reality deviates from expectation.
Sense reality
Compare reality with expectation
Adapt model and response to new reality
6
Specifying an EDA application
  • Specify
  • expectation
  • significant deviation
  • response
  • Expectation specified by a model
  • Examples
  • Budget plans
  • Normal patterns of network access
  • Usual times for delivery of packages.

7
Types of Events
  • Normal event type
  • Delivery of a package on time
  • This event type is already handled by current IT
    apps
  • Anticipated abnormal event type
  • Penalty likely because of delayed shipment
  • We dont expect shipments to be delayed, but we
    are prepared for that eventuality.
  • Unanticipated event type
  • Your network was attacked

8
Specifying Deviation Reality - Expectation
  • Anticipated event type
  • Specify pattern of the anticipated event and the
    appropriate response
  • Unanticipated event type
  • Specify patterns of normality event is deviation
    from pattern
  • when reality doesnt fit normality then alert
    business user.

9
Consequences of focus Reality - Expectation
Military Reality Expectation
  • Timing Asynchrony. The timing of events are not
    controlled by the enterprise.
  • External event data is noisy.
  • The significant state-change for the enterprise
    is detected by fusing data from multiple sources.

10
Consequences of focus Reality - Expectation
Corporate Reality Expectation
  • Timing asynchrony
  • Integrate request-response SOA with asynchronous
    EDA
  • Noisy data
  • Manage expectations about error false positives
    and false negatives.
  • Fusion of multiple event sources
  • Very loose coupling.

London
Edmonton
Corporate VP, risk
Denver
NY, NY
Scheduler cockpit
Risk management cockpit
Houston
Risk manager Houston
Sydney
Trader cockpit
11
Your Enterprise is already Event-Driven
  • Does your enterprise monitor its external
    environment?
  • Does your enterprise monitor its competitors?
    Government agencies?
  • Do people in your enterprise correlate
    information from multiple sources? e.g.,
    correlate flood at a suppliers factory with
    deadlines for critical customers.

12
Your Enterprise is already Event-Driven
  • Are you expected to respond asynchronously?
  • A fire has just occurred in a factory that is
    going to effect customers severely.
  • Which scenario represents your enterprise?
  • The CEO doesnt expect VP Mfg to say anything
    unless the CEO asks.
  • The CEO expects VP Mfg to tell the CEO.

13
4 Take-Away Points on Characteristics
  • Event Application Characteristics
  • Sense and Respond Value Prop Timely response
    when reality deviates from expectation.
  • Asynchrony Timing of events are not controlled
    by the enterprise.
  • Global situational awareness by correlating
    multiple sources of data from outside the
    enterprise with enterprise data.
  • Errors External data is more noisy.

14
4 Take-Away Points on ROI
  • Event Application Return On Investment
  • Your enterprise is already event-driven Benefit
    EDA makes response efficient.
  • Your enterprise has key EDA components ESBs,
    databases, rules engines, data-mining
    capabilities.
  • SOA and EDA Both are necessary.
  • ROI Incremental cost for an event-driven
    application versus incremental benefits.

15
What is EDA? Review
  • System that manages and executes rules of the
    form
  • WHEN reality deviates from expectations
  • THEN update expectations and initiate response.

16
EDA Return on Investment
  • Costs
  • Additional components in software stack lt 5
  • Additional professional services gt 95
  • Why? Because specifying expectations gets to the
    heart of the business.
  • Benefits
  • Apps that are impossible without EDA (e.g.,
    program trading) high volumes, sub-second
    response
  • Apps that are more efficient with EDA primary
    benefit is attention amplification.

17
Understanding EDA Development Costs
  • Who specifies expectations?
  • Business user?
  • IT staff?
  • Business User Difficult to specify model
    formally.
  • IT staff Too many false threats and false
    opportunities.

18
Why IT Business Collaboration is Critical
  • IT Perception false positives cost much less
    than false negatives.
  • Business Perception Too many false positives
    cause distraction - so, turn that thing off.
  • EDA applications can provide substantial ROI
    provided enough effort is spent by both IT and
    business users on understanding business
    expectations.
  • This takes time and money.

19
Outline PART 2
  • PART 1 What is an EDA application? What is its
    expected ROI?
  • PART 2 EDA and SOA both are necessary. Why?
  • PART 3 Getting started. Components of EDA you
    probably have them already the next step is to
    integrate them.

20
EDA Characteristics

21
EDA Extreme Defensive Programming
Airline A
Airline B
Monitoring
  • One airline can make few assumptions about
    another airline.
  • EDA should be very robust or it is very brittle
  • The robustness comes at a price
  • EDA is at the limit of coupling looseness

22
EDA Extreme Defensive Programming
Division A
Division B
Monitoring
  • One division can make few assumptions about
    another division.
  • EDA should be very robust
  • The robustness comes at a price
  • EDA is at the limit of coupling looseness

23
EDA Structure Sense, Analyze, Respond
24
Outward Facing EDA
SENSORS
PROGRAM OUTWARD-FACING COMPONENTS EXTREMELY
DEFENSIVELY
RESPONDERS
25
Inward Facing SOA
PROGRAM INWARD-FACING COMPONENTS LESS DEFENSIVELY
26
Compare EDA Requirements with SOA
  • SOA Components are collaborators
  • Accounting client calls a sales pipeline
    expectation method on a sales service which
    returns with a report
  • SOA Time of interaction determined by client
  • SOA Service protocols and schemas are well
    defined. Often transactional semantics.
  • SOA Units obtain global situational awareness by
    invoking multiple services.

27
EDA and SOA Both are necessary
  • SOA Request-response and transactions are often
    the appropriate pattern within the enterprise.
  • SOA Encapsulating existing capabilities (e.g.,
    CICS) within Web Services is appropriate.
  • EDA Monitoring and responding to events within
    and outside the enterprise requires handling of
    asynchronous streams.

28
Outline PART 3
  • PART 1 What is an EDA application? What is its
    expected ROI?
  • PART 2 EDA and SOA both are necessary. Why?
  • PART 3 Getting started. Components of EDA you
    probably have them already the next step is to
    integrate them.

29
An Event-Driven Architecture
Hostile Web sites
Screen Scrape
News Handler
News feeds
Ticker Handler
Stock tickers
E S B
Scheduler
Applications
Application Handler
Text Analysis
Electronic Markets
Market Interaction
Parametric Analysis
DB
Database Interaction
Time series Analysis
When-Then Rule Mgmt System Configuration Monitorin
g
30
The Scheduler Component
  • An event is a significant change in state.

Cannot make your flight connection
Event
State
State
Poll
Polled by Scheduler
Event Message
31
Is Anything Missing in your Software Stack?
  • Event Process Agents
  • Machine can learn expectations from positive
    and negative examples
  • Users can specify expectations using
  • SQL-like queries
  • Fuzzy matches
  • Statistical operators
  • Regular expressions
  • CEP

32
Getting Started Ground Realities
  • Your enterprise stack already has many of the
    components of EDA.
  • Your development effort will go primarily to
    understanding business needs
  • specifications of expectations,
  • deviations from expectations and
  • responses.

33
Benefits Types of applications
  • Applications that cannot exist without EDA, due
    to high volumes and sub-second responses
  • e.g., program trading, defense, network
    management, fraud detection
  • Applications that already exist within your
    enterprise and that can be made more efficient
  • Compliance, logistics, finance

34
Getting Started A Strategy BAM
  • Start with a BAM application.
  • Work with business users in defining expectations
    normal behavior on top of BAM data.
  • When reality (BAM data) deviates from
    expectations orchestrate sequence of alerts.
  • Adapt specification to business users needs.
  • Evaluate ROI.

35
BAM strategy Mutual Fund Company
  • Large number of funds
  • Separate performance indicators for individual
    funds and integrated integrators for fund groups.
  • BAM with deviations from expectations generating
    alerts to fund managers who are brought to
    appropriate locations within data cube.
  • Value Proposition Attention Amplification

36
BAM strategy Energy Trading
  • Large number of event sources
  • Power on different lines of the grid
  • Weather forecasts
  • Monthly, day-ahead, spot markets
  • Alternative energy prices
  • Traders missed opportunities and threats
  • Returned investment in less than 3 months
  • Value proposition Attention Multiplier with huge
    returns.

37
Volume Analysis Strategy Health Care
  • Fraud detection from pay and chase to detect
    and stop
  • Well-understood patterns of fraud for many
    situations
  • Opticians, back pain, medication
  • Value Proposition Sift through huge volumes of
    data huge savings.

38
Fundamental Infrastructure StrategyDefense
Information Services
  • Complex plans for task forces
  • Multiple roles within task force
  • Multiple sources of noisy information
  • Sub-second response matters for life and death.
  • No inexpensive solution.

39
Recommendation
  • For most of you Start now.
  • Try BAM strategy You already have a lot of
    useful data put it to use in a different way
    respond to deviations of reality from
    expectation.
  • Incremental cost is primarily in understanding
    the business not in new tooling.
  • Demonstrate the ROI.
  • Then take on larger projects.

40
Outline THANKS
  • PART 1 What is an EDA application? What is its
    expected ROI?
  • PART 2 EDA and SOA both are necessary. Why?
  • PART 3 Getting started. Components of EDA you
    probably have them already the next step is to
    integrate them.
  • THANKS!
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