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Pre-Con Ed: Operational Intelligence – Monitoring the Past to Better Understand Today
1.
World® ’16 Mainframe Operational Intelligence – Monitoring the Past to Better Understand Today David Myers – Senior Principal Product Manager – Intelligent Mainframe –
CA Technologies MFX145E MAINFRAME
2.
2 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD For Informational Purposes Only Terms of this Presentation © 2016 CA. All rights reserved. All trademarks referenced herein belong to their respective companies. The content provided in this CA World 2016 presentation is intended for informational purposes only and does not form any type of warranty.
The information provided by a CA partner and/or CA customer has not been reviewed for accuracy by CA.
3.
3 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD Abstract Join us to learn how the new release of CA SYSVIEW makes it easier to access and analyze historical performance data to better understand current issues and source of problems. David Myers CA Technologies Sr. Principal Product Manager
4.
4 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD Agenda HISTORICAL ANALYSIS GREEN-HIGHWAYS: LEARNING ALGORITHMS AND ANALYSIS 1 2
5.
5 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD Mainframe Team Center – Operational Intelligence Detect abnormal patterns of operation, so you can take action before the fire starts Key Features §
Data Streaming APIs § Historical Data Warehouse § Historical Analysis tools § Dynamic Baselining and Threshold Management § Anomaly Detection § Alarm Management and Notifications § Appliance-Based Install
6.
6 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD Historical Analysis Analysis window expansion/compression Time Travel Multi-metric visualization Tools Pane Historical Overview
7.
7 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD DEMO
8.
8 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD So What’s “Normal”?
9.
9 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD Goals for Predictive Analytics 1. Dynamically and automatically determine what is typical operational state for a given system 2.
Generate alerts for abnormal scenarios, while reducing false-alarms for known variance in behavior – Business cycles (e.g., End-of-Quarter processing, Black Friday, Statement generation, etc.) – Natural volatility
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10 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD From Historical Data To Quantitative Prediction If we wish to know if a metric is acting typically, we can compare present values to previous values – Provides historical context
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11 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD From Historical Data To Quantitative Prediction Taking this further, we can use historical values to make a prediction about what range a metric will take a what time. –
Not just if it is unusual, but quantitatively how unusual it is.
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12 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD Predictive Analytics with Operational Intelligence Components: § Wavelet decomposition §
Kernel Density Estimator (KDE) § Exponentially-Weighted Moving-Average (EWMA) Historical Input Data, Same Stage of Business Cycle Wavelet Decomposition Exponentially- Weighted Moving- Average Kernel Density Estimator Predictive Model 0,1,2,3,4,,5,7,8, 9,0123,14,4 0,1,2,3,4,,5,7,8, 9,0123,14,4 0,1,2,3,4,,5,7,8, 9,0123,14,4
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13 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD From Predictions To Alerts § Utilize Historical data §
Define bands of Likely and unlikely values § Map real time metric streams against system defined normal § Multi-point alerts generated using industry-standard Western-Electric rules § Make static thresholds optional! Unlikely Most Likely Metric Time Typical Volatility Anomaly Tasks ready to be dispatched Less Likely
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14 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD Prediction Intervals vs Mean and Standard Deviation KDE Mean and Standard deviation For any distribution, including those which have
multiple peaks, or are asymmetric Presumes symmetric bell-curve distribution Size of the +/- bands may be equal or unequal based on data All +/- bands are of equal width Higher computation time/ storage Lower computation time/ storage Robust against rare, extreme values Distorted by rare, extreme values
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15 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD Differential Analysis Prediction Bands Anomaly States Detail drill-down Metric tracker Green Highway Visualization Toggle
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16 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD DEMO
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17 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD Questions?
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18 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD Must See Demos Intelligent Mainframe: Advanced Analytics CA Design Vision for Intelligent Mainframe Optimizing Mainframe Operations Intelligent Mainframe: End-To-End Performance Intelligent Mainframe: Automation
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19 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD Smart Bar Intelligent Mainframe and Advanced Analytics Talk to Analytics Experts at Mainframe Smart Bar
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20 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD Recommended Sessions SESSION # TITLE
DATE/TIME MFT158S Intelligent Mainframe Management & the Drive Towards No-Touch Automation 11/16/2016 at 12:45 pm MFT167T Mainframe Team Center – Event Management and Automation Sneak Peek 11/16/2016 at 3:45 pm MFX161S Intelligent Mainframe Management: The Evolution of Expert Systems 11/16/2016 at 4:30 pm MFT169T Get the Entire Picture: End-to-End Infrastructure & App Monitoring 11/17/2016 at 11:30 am MFX162S Crack Open the Big Black Box for Faster Problem Remediation 11/17/2016 at 12:45 pm MFX163S Modern System Intelligence: Making the Data do the Work 11/17/2016 at 1:45 pm MFT159P Panel: Working Smarter Not Harder with Embedded Mainframe Intelligence 11/17/2016 at 4:30 pm
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21 © 2016 CA. ALL RIGHTS RESERVED.@CAWORLD #CAWORLD Stay connected at communities.ca.com Thank you.
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@CAWORLD #CAWORLD © 2016 CA. All RIGHTS RESERVED.22 @CAWORLD #CAWORLD Mainframe For more information on Mainframe, please visit: http://cainc.to/9GQ2JI
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