Tackling the data analytics dilemma for predictive maintenance Dawen Nozdryn-Plotnicki Advanced Analytics Dave Kinney Technical Fellow September 2017
|
|
|
- Dorcas Quinn
- 6 years ago
- Views:
Transcription
1 Tackling the data analytics dilemma for predictive maintenance Dawen Nozdryn-Plotnicki Advanced Analytics Dave Kinney Technical Fellow September 2017 BOEING PROPRIETARY Copyright 2017 Boeing. All rights reserved.
2 Outline Required skills to create a predictive maintenance solution The changing landscape Evolving predictive maintenance The new set of skills and infrastructure for the analytics age. Copyright 2017 Boeing. All rights reserved. 2
3 787 Entry Into Service Alert: ram fan motor Ram fan Adverse temperature trend alert triggered Tests confirm system degradation inspection recommended Inspection performed FOD blockage found. Without detection Ram fan failure would have occurred Air turn back prevented estimated savings $85K Copyright 2017 Boeing. All rights reserved. 3
4 Successful solutions: A product of multi-skilled teams with diverse perspectives Copyright 2017 Boeing. All rights reserved. 4
5 A changing landscape Data-rich aircraft Data driven culture Cloud computing Big Data Machine Learning Humancentered design (Ui/Ux) Artificial Intelligence Copyright 2017 Boeing. All rights reserved. 5
6 Unlocking the predictive maintenance spectrum Copyright 2017 Boeing. All rights reserved. 6
7 What data is useful? Copyright 2017 Boeing. All rights reserved. 7
8 Data challenges Processing Thousands of sensors measured on every 787 aircraft. Measurements are taken every second 1 year of 787 sensor measurements from one airplane is ~1TB Petabytes of data How much sensor data is recorded per aircraft in 1 year? a. 100 Megabytes b. 250 Gigabytes c Gigabytes (1TB) d Gigabytes (5TB) Modeling Analysis Storage Copyright 2017 Boeing. All rights reserved. 8
9 Analytics challenge People Process Predictive Maintenance Alert creation Petabytes of data Technology 9 Copyright 2017 Boeing. All rights reserved.
10 Data science process Phase 1 Collect, translate and store airplane data Phase 3 Create models. to predict future faults on airplanes Phase. 2 Analyze data in Spark Phase 4 Predictive alerts for aircraft maintenance team & recommend actions Copyright 2017 Boeing. All rights reserved. 10
11 Data science models Collaboration challenge: modeling power vs. interpretability Copyright 2017 Boeing. All rights reserved. 11
12 Outcome Thousands of Potential Signatures from Terabytes of Data Validated Signatures Signature indicates sensor problem, saving time and $ on troubleshooting Copyright 2017 Boeing. All rights reserved. 12
13 Real-world examples Excessive fuel burn- Optimize fuel management Within a year, analysis of full flight sensor data has identified numerous pumps across the operators fleet, 85% of the identified pumps have been replaced, resulting in >$5M fuel savings Intermittent Hydraulic Light Indication- Mx Cost Avoidance Full flight sensor data showed that pressure was above a certain threshold during indication, recommendation to change panel >avoided maintenance engine run Copyright 2017 Boeing. All rights reserved. 13
14 Analytics: delivering relevant, tangible results Tight coupling of analytics and aerospace domain knowledge System-based inter-disciplinary collaboration and approach to problem solving Focus on customer problems, needs and objectives Data Analytics Expertise Aerospace Domain Expertise Partnership and Collaboration Tangible Business Solutions & Support Copyright 2017 Boeing. All rights reserved. 14
15 Copyright 2017 Boeing. All rights reserved.
5 STEPS for Turning Data into Actionable Insights
5 STEPS for Turning Data into Actionable Insights Today, nearly every piece of equipment in a data center has at least one sensor attached to it. In fact, American Society of Heating, Refrigerating and
Data Protection Modernization: Meeting the Challenges of a Changing IT Landscape
Data Protection Modernization: Meeting the Challenges of a Changing IT Landscape Tom Clark IBM Distinguished Engineer, Chief Architect Software 1 Data growth is continuing to explode Sensors & Devices
Cisco Crosswork Network Automation
Cisco Crosswork Network Introduction Communication Service Providers (CSPs) are at an inflexion point. Digitization and virtualization continue to disrupt the way services are configured and delivered.
Flash Storage Complementing a Data Lake for Real-Time Insight
Flash Storage Complementing a Data Lake for Real-Time Insight Dr. Sanhita Sarkar Global Director, Analytics Software Development August 7, 2018 Agenda 1 2 3 4 5 Delivering insight along the entire spectrum
The Power of Data: Thriving in a World of Change
The Power of Data: Thriving in a World of Change Presented by Brett Higgins Vice President Asia Pacific Copyright 2013 OSIsoft, LLC. About OSIsoft Founded in 1980 14 000 Sites, 4 000 Customers 123 Countries
TD01 - Enabling Digital Transformation Through The Connected Enterprise
TD01 - Enabling Digital Transformation Through The Connected Enterprise Name Mukund Title Business Manager, Software, Asia Pacific Date January 22, 2018 Copyright 2016 Rockwell Automation, Inc. All Rights
AEMT Scottish Meeting, 16 th May ABB Ability Smart Sensor Motors that let you know when it's time for a service
AEMT Scottish Meeting, 16 th May 2018 ABB Ability Smart Sensor Motors that let you know when it's time for a service https://www.youtube.com/watch?v=isr80gkbvcg Agenda Digital S-Curve Value Creation Smart
Technologies for Solutions for Society. September, 2014 NEC Corporation
Technologies for Solutions for Society September, 2014 NEC Corporation NEC s Focus: Solutions for Society Providing infrastructures for an abundant society for all people via ICT Social Value Innovations
Video AI Alerts An Artificial Intelligence-Based Approach to Anomaly Detection and Root Cause Analysis for OTT Video Publishers
Video AI Alerts An Artificial Intelligence-Based Approach to Anomaly Detection and Root Cause Analysis for OTT Video Publishers Live and on-demand programming delivered by over-the-top (OTT) will soon
Cisco SP Wi-Fi Solution Support, Optimize, Assurance, and Operate Services
Service Overview Cisco SP Wi-Fi Solution Support, Optimize, Assurance, and Operate Services Cisco Service Provider (SP) Wi-Fi is a single, unified architecture for all types of Wi-Fi services and business
Flash Storage-based Data Protection with HPE
Enterprise Strategy Group Getting to the bigger truth. Solution Showcase Flash Storage-based Data Protection with HPE Date: August 2018 Author: Christophe Bertrand, Senior Analyst Abstract: Solid-state
Artificial Intelligence for Real Airplanes
Artificial Intelligence for Real Airplanes FAA-EUROCONTROL Technical Interchange Meeting / Agency Research Team Machine Learning and Artificial Intelligence Chip Meserole Sherry Yang Airspace Operational
Predictive Insight, Automation and Expertise Drive Added Value for Managed Services
Sponsored by: Cisco Services Author: Leslie Rosenberg December 2017 Predictive Insight, Automation and Expertise Drive Added Value for Managed Services IDC OPINION Competitive business leaders are challenging
RISC-V: Enabling a New Era of Open Data-Centric Computing Architectures
Presentation Brief RISC-V: Enabling a New Era of Open Data-Centric Computing Architectures Delivers Independent Resource Scaling, Open Source, and Modular Chip Design for Big Data and Fast Data Environments
The intelligence of hyper-converged infrastructure. Your Right Mix Solution
The intelligence of hyper-converged infrastructure Your Right Mix Solution Applications fuel the idea economy SLA s, SLA s, SLA s Regulations Latency Performance Integration Disaster tolerance Reliability
GE SmartSignal powered by Predix
GE SmartSignal powered by Predix Introducing GE SmartSignal powered by Predix Advanced predictive-analytics software that is innovative and proven. GE SmartSignal software can identify impending equipment
TAMING INTERNET-OF-THINGS
TAMING INTERNET-OF-THINGS Exploiting IoT Analytics with Temporal SQL + richard hackathorn 1 TABLE OF CONTENTS 01 02 03 04 CONTEXT PROBLEM SOLUTION BENEFITS FUTURE + Why is IoT Important? + Understanding
VMware Cloud Operations Management Technology Consulting Services
VMware Cloud Operations Management Technology Consulting Services VMware Technology Consulting Services for Cloud Operations Management The biggest hurdle [that CIOs face as they move infrastructure and
engagement for The Digital Era
engagement for The Digital Era Gregg Widdowson Digital Engagement Lead 2016 Avaya Inc. All rights reserved. Trends OUTCOME DRIVEN PERSONALIZATION CLOUD EVERYTHING MOBILITY EVERYWHERE EXTREME ANALYTICS
Software change. Software maintenance
Software change 1 Software change is inevitable New requirements emerge when the software is used The business environment changes Errors must be repaired New equipment must be accommodated The performance
Aviation & Airspace Solutions MODERNIZING SYSTEMS TRANSFORMING OPERATIONS DELIVERING PERFORMANCE
Aviation & Airspace Solutions MODERNIZING SYSTEMS TRANSFORMING OPERATIONS DELIVERING PERFORMANCE Enabling Aircraft Safety With Comprehensive Technology MODERNIZING SYSTEMS TRANSFORMING OPERATIONS DELIVERING
Real-Time Insights from the Source
LATENCY LATENCY LATENCY Real-Time Insights from the Source This white paper provides an overview of edge computing, and how edge analytics will impact and improve the trucking industry. What Is Edge Computing?
Harnessing the Power of Digital Transformation and Industrial IoT
Harnessing the Power of Digital Transformation and Industrial IoT Jonas Berge Senior Director, Applied Technology Emerson Automation Solutions Singapore 1 Singapore International Water Week 8-12 July 2018
Eaton s Electrical Sector: Targeting focused growth opportunities
Eaton s Electrical Sector: Targeting focused growth opportunities Revathi Advaithi Chief Operating Officer, Electrical Sector February 24, 2017 Electrical Sector growth today s themes Eaton is well-positioned
Securing Your Digital Transformation
Securing Your Digital Transformation Security Consulting Managed Security Leveraging experienced, senior experts to help define and communicate risk and security program strategy using real-world data,
Smart Manufacturing and Standards: The NIST Role
Smart Manufacturing and Standards: The NIST Role Al Wavering, Chief Intelligent Systems Division Engineering Laboratory National Institute of Standards and Technology U.S. Department of Commerce October
Safety-Critical Software Development
Safety-Critical Software Development Prof. Chris Johnson, School of Computing Science, University of Glasgow. johnson@dcs.gla.ac.uk http://www.dcs.gla.ac.uk/~johnson Introduction Why is software different?
STAY ONE STEP AHEAD OF THE CRIMINAL MIND. F-Secure Rapid Detection & Response
STAY ONE STEP AHEAD OF THE CRIMINAL MIND F-Secure Rapid Detection & Response INTRO PROTECT YOUR BUSINESS AND ITS DATA AGAINST ADVANCED ATTACKS Effective pre-compromise threat prevention is the cornerstone
Buy don t Build. Use don t Manage.
I N N O VAT E & O P E R AT E B E T T E R, FA S T E R RAPID Private Cloud Systems provide your business with a pre integrated, validated and tested private cloud delivered in 28 days, to any location, ready
Seagate Point of View Cloud and Data Center Trend
DATA IS IN OUR DNA Seagate Point of View Cloud and Data Center Trend Raj Rajagopalan March 2018 1 Safe Harbor Statement This document contains forward-looking statements within the meaning of Section 27A
Investing in a Better Storage Environment:
Investing in a Better Storage Environment: Best Practices for the Public Sector Investing in a Better Storage Environment 2 EXECUTIVE SUMMARY The public sector faces numerous and known challenges that
Overview of Data Services and Streaming Data Solution with Azure
Overview of Data Services and Streaming Data Solution with Azure Tara Mason Senior Consultant tmason@impactmakers.com Platform as a Service Offerings SQL Server On Premises vs. Azure SQL Server SQL Server
Research Data Management & Preservation: A Library Perspective
Research Data Management & Preservation: A Library Perspective Brian Owen, Associate University Librarian Library Technology Services & Special Collections, Simon Fraser University Library LIBRARIES &
LabVIEW FPGA in Hardware-in-the-Loop Simulation Applications
LabVIEW FPGA in Hardware-in-the-Loop Simulation Applications Publish Date: Dec 29, 2008 38 Ratings 4.16 out of 5 Overview Hardware-in-the-loop (HIL) simulation is achieving a highly realistic simulation
CA ecometer. Overview. Benefits. agility made possible. Improve data center uptime and availability through better energy management
PRODUCT SHEET: CA ecometer CA ecometer Improve data center uptime and availability through better energy management agility made possible CA ecometer helps you to visualize, monitor, and better manage
The challenge is that BAS are often very complex with 1000s of data points to review. EMS Optimization Software
EMS Optimization Software Often immediate energy savings can be achieved with proper set points, sequencing, scheduling and fault detection of the Building Automation System (BAS). The challenge is that
Enabling the Factory of the Future
Information Technology Enabling the Factory of the Future David W. Nelson (ATF) Strategist IoT / Cloud Computing Co-Chair: Innovation Task Group, Industrial Internet Consortium (IIC) #MyStory History 100
Systems. Support. Manufacturing & Assembly. Engineering
Engineering Manufacturing & Assembly Systems Support A highly skilled team professionals paired with our world-class test lab and advanced tooling process Manufactures, finishes, and assembles components
787 Technologies and the Evolution of Maintenance
787 Technologies and the Evolution of Maintenance Ron Murray 787 Chief Mechanic April 13, 2011 BOEING is a trademark of Boeing Management Company. Copyright 2011 Boeing. All rights reserved. ROI# 2010-0910-1782
Renovating your storage infrastructure for Cloud era
Renovating your storage infrastructure for Cloud era Nguyen Phuc Cuong Software Defined Storage Country Sales Leader Copyright IBM Corporation 2016 2 Business SLAs Challenging Traditional Storage Approaches
Digitalization of Manufacturing
Digitalization of Manufacturing Leveraging the Internet of Things for Smart Manufacturing & Operational Excellence Dennis McRae Vice President of Solutions Dave McKnight Director Optimized Factory May
An EUREKA Celtic-plus project SENDATE-EXTEND. Adj. prof. Tor Björn Minde, CEO SICS North Swedish ICT AB (Head of Strategy Ericsson Research)
An EUREKA Celtic-plus project SENDATE-EXTEND Adj. prof. Tor Björn Minde, CEO SICS North Swedish ICT AB (Head of Strategy Ericsson Research) MARKET TRENDS A new industry era and transformation The digitalization
Embedded Fault Detection for Low-Cost, Safety-Critical Systems (NSF CPS )
Embedded Fault Detection for Low-Cost, Safety-Critical Systems (NSF CPS-0931931) Gary Balas Peter Seiler Mats Per Erik Heimdahl Jaideep Srivastava Antonia Zhai Aerospace Engineering and Mechanics/ Computer
SOLUTION BRIEF NETWORK OPERATIONS AND ANALYTICS. How Can I Predict Network Behavior to Provide for an Exceptional Customer Experience?
SOLUTION BRIEF NETWORK OPERATIONS AND ANALYTICS How Can I Predict Network Behavior to Provide for an Exceptional Customer Experience? SOLUTION BRIEF CA DATABASE MANAGEMENT FOR DB2 FOR z/os DRAFT When used
Technologies for the future of Network Insight and Automation
Technologies for the future of Network Insight and Automation Richard Wade (ricwade@cisco.com) Technical Leader, Asia-Pacific Infrastructure Programmability This Session s Context Service Creation Service
Cisco Network Assurance Engine with ServiceNow Cisco Network Assurance Engine, the industry s first SDN-ready intent assurance suite, integrates with
Solution brief Cisco Network Assurance Engine Integration with ServiceNow Continuous network verification and analysis with closed-loop incident management Challenge In monitoring service health, identifying
2 nd Cybersecurity Workshop Test and Evaluation to Meet the Advanced Persistent Threat
2 nd Cybersecurity Workshop Test and Evaluation to Meet the Advanced Persistent Threat Faye Francy Aviation ISAC February 2015 Company Organization Corporate Defense, Space & Security Boeing Capital Corporation
NEC Virtualized Evolved Packet Core vepc
TE-524262 NEC Virtualized Evolved Packet Core vepc Design Concepts and Benefits INDEX Leading the transformation into Mobile Packet Core Virtualization P.3 vepc System Architecture Overview P.4 Elastic
Professional Services for Cloud Management Solutions
Professional Services for Cloud Management Solutions Accelerating Your Cloud Management Capabilities CEOs need people both internal staff and thirdparty providers who can help them think through their
Goliath Technology Overview with MEDITECH Module
Customers # 324 Fortune 500 Goliath Technology Overview with MEDITECH Module In approximately one week, support tickets dropped by 25% z Our Customers were complaining about persistent slowness with Citrix.
Trends and challenges Managing the performance of a large-scale network was challenging enough when the infrastructure was fairly static. Now, with Ci
Solution Overview SevOne SDN Monitoring Solution 2.0: Automate the Operational Insight of Cisco ACI Based Infrastructure What if you could automate the operational insight of your Cisco Application Centric
Better skilled workforce
Better skilled workforce for the New Style of Business HPE Education Services November 20, 2015 Education is the most powerful weapon which you can use to change the world Nelson Mandela The New Style
How Electronics Are Transforming Equipment Diagnostics in HVACR. John Wallace Emerson Climate Technologies Retail Solutions
How Electronics Are Transforming Equipment Diagnostics in HVACR John Wallace Emerson Climate Technologies Retail Solutions Discussion Topics Note: This information was presented as a panel discussion at
The SCADA Connection: Moving Beyond Auto Dialers
WHITE PAPER The SCADA Connection: Moving Beyond Auto Dialers ABSTRACT: Auto dialers have long been used to report alarms in SCADA installations. While they are useful for notifying users of alarm states,
Alternative Energy. Connect, monitor and control diverse remote sites and processes. Applications Include: Wind Power Solar Power Hydro Power
Alternative Energy Connect, monitor and control diverse remote sites and processes Applications Include: Wind Power Solar Power Hydro Power Alternative Energy Alternative energy is a growing sector of
Making Remote Network Visibility Affordable for the Distributed Enterprise
TECH BRIEF Making Remote Network Visibility Affordable for the Distributed Enterprise It s not uncommon today for an enterprise network to extend to hundreds or even thousands of remote locations. Every
Managing The Digital Network Workforce Transformation
ITM-1018 Managing The Digital Network Workforce Transformation Carine Bongaerts IT Manager Network Services Agenda Introduction New Skills and Mindset Change Operating Model Change - DevOps Delivery Model
Best Practices for Alert Tuning. This white paper will provide best practices for alert tuning to ensure two related outcomes:
This white paper will provide best practices for alert tuning to ensure two related outcomes: 1. Monitoring is in place to catch critical conditions and alert the right people 2. Noise is reduced and people
Angela McKay Director, Government Security Policy and Strategy Microsoft
Angela McKay Director, Government Security Policy and Strategy Microsoft Demographic Trends: Internet Users in 2005.ru.ca.is.uk.nl.be.no.de.pl.ua.us.fr.es.ch.it.eg.il.sa.jo.tr.qa.ae.kz.cn.tw.kr.jp.mx.co.br.pk.th.ph.ng.in.sg.my.ar.id.au
A Treasure is Hidden in Every Nuclear Power Plant AMS Corporation Duplication Prohibited Slide 2
H.M. Hashemian 1 A Treasure is Hidden in Every Nuclear Power Plant What is it? Where is it? How to get to it? Slide 2 What Can We Do With It? Slide 3 What Happens When You Go To The Doctor Slide 4 Diagnostics
Find the right platform for your server needs
Product family guide Find the right platform for your server needs HP ProLiant Gen8 model transition guide The next generation There are mounting business pressures to support more applications and users,
NOVEMBER 2017 Leading Digital Transformation Driving innovation at scale Marc Leroux Executive Evangelist/Digital ABB
NOVEMBER 2017 Leading Digital Transformation Driving innovation at scale Marc Leroux Executive Evangelist/Digital ABB Discussion topics Introductions The digital transformation Innovating at scale How
Unlocking the Power of the Cloud
TRANSFORM YOUR BUSINESS With Smarter IT Unlocking the Power of the Cloud Hybrid Networking Managed Security Cloud Communications Software-defined solutions that adapt to the shape of your business The
Evaluation of technologies that will improve the UEL IT infrastructure, recommending and advising on strategic improvements
JOB DESCRIPTION Job Title: Grade: School/Service: Campus: Responsible to: Responsible for whom: Liaison with: Infrastructure Solutions Architect H IT Services Docklands Head of Infrastructure All Schools
Experiences Commercializing FDD in the Northwest. Danny Miller, President Transformative Wave
Experiences Commercializing FDD in the Northwest Danny Miller, President Transformative Wave Our Background Transformative Wave is the manufacturer of the leading HVAC retrofit solution for constant volume
SIEMLESS THREAT MANAGEMENT
SOLUTION BRIEF: SIEMLESS THREAT MANAGEMENT SECURITY AND COMPLIANCE COVERAGE FOR APPLICATIONS IN ANY ENVIRONMENT Evolving threats, expanding compliance risks, and resource constraints require a new approach.
Integration of New and Big Administrative Data Sources into Turkish Statistical System
Integration of New and Big Administrative Data Sources into Turkish Statistical System Presentation Content I. Reasons for Need for Change II. Increasing the Weight of Administrative Registers in Statistical
Energy Management of the Refrigeration Systems at Zurich Airport. Burkhard Bein. Schaffhausen,
Energy Management of the Refrigeration Systems at Zurich Airport Burkhard Bein Schaffhausen, 29.06.18 Overview Content: General Information Refrigeration concept EMS program CS program Three projects for
Energy Efficient Design Lessons Learned & Best Practices
Energy Efficient Design Lessons Learned & Best Practices Presented to: Energy Design Conference Preconference Workshop Duluth, Minnesota February 20, 2017 Presented by: Rebecca Ellis, PE, LEED AP BD+C,
2014 年 3 月 13 日星期四. From Big Data to Big Value Infrastructure Needs and Huawei Best Practice
2014 年 3 月 13 日星期四 From Big Data to Big Value Infrastructure Needs and Huawei Best Practice Data-driven insight Making better, more informed decisions, faster Raw Data Capture Store Process Insight 1 Data
Securing Digital Transformation
September 4, 2017 Securing Digital Transformation DXC Security Andreas Wuchner, CTO Security Innovation Risk surface is evolving and increasingly complex The adversary is highly innovative and sophisticated
Saving Energy and Reducing Costs Through Better Use of Building Automation Systems
Session: Low/No Cost Solutions Through BAS Saving Energy and Reducing Costs Through Better Use of Building Automation Systems Mark M. Duszynski Johnson Controls Federal Systems August 9, 2016 Rhode Island
Transforming IT: From Silos To Services
Transforming IT: From Silos To Services Chuck Hollis Global Marketing CTO EMC Corporation http://chucksblog.emc.com @chuckhollis IT is being transformed. Our world is changing fast New Technologies New
Intelligent Infrastructure Solutions
Intelligent Infrastructure Solutions High Performance for the Life of your Buildings Construction practices, tools and procurement models are evolving New architectural trends Net-zero & Bioclimatic New
Introduction. Delivering Management as Agile as the Cloud: Enabling New Architectures with CA Technologies Virtual Network Assurance Solution
Delivering Management as Agile as the Cloud: Enabling New Architectures with CA Technologies Virtual Network Assurance Solution Introduction Service providers and IT departments of every type are seeking
Agenda. AWS Database Services Traditional vs AWS Data services model Amazon RDS Redshift DynamoDB ElastiCache
Databases on AWS 2017 Amazon Web Services, Inc. and its affiliates. All rights served. May not be copied, modified, or distributed in whole or in part without the express consent of Amazon Web Services,
Get your business Skype d up. Lessons learned from Skype for Business adoption
Get your business Skype d up Lessons learned from Skype for Business adoption On the rise with Skype for Business Recent figures from Microsoft found that 90% of Fortune 500 companies and over 100 million
Configuring Platform Event Filters
This chapter includes the following sections: Platform Event Filters, page 1 Enabling Platform Event Alerts, page 1 Disabling Platform Event Alerts, page 2, page 2 Configuring SNMP Trap Settings, page
UMKC Augmented and Virtual Reality Innovation Academy Spring 2019 Sessions
UMKC Augmented and Virtual Reality Innovation Academy Spring 2019 Sessions Overview: The following AR/VR Developer Series are offered over four weeks to help engage potential participants, community and
Oracle Advanced Compression. An Oracle White Paper June 2007
Oracle Advanced Compression An Oracle White Paper June 2007 Note: The following is intended to outline our general product direction. It is intended for information purposes only, and may not be incorporated
Smart Manufacturing in the Food & Beverage Industry
Smart Manufacturing in the Food & Beverage Industry PUBLIC Copyright 2016 Rockwell Automation, Inc. All Rights Reserved. 1 Rockwell Automation at a Glance $5.9B FISCAL 2016 SALES 22,000 EMPLOYEES 80+ COUNTRIES
The SCADA Connection: Moving Beyond Auto Dialers
C O N N E CT I N G T H E WORLD S ASSETS The SCADA Connection: Moving Beyond Auto Dialers Auto dialers have long been used to report alarms in SCADA installations. While they are useful for notifying users
Searching for Meaning in the Era of Big Data and IoT
Searching for Meaning in the Era of Big Data and IoT Trung Tran MIT Lincoln Labs GraphEx Conference 11 May 2016 Distribution Statement A MTO Strategy EM Spectrum Tactical Information Extraction Globalization
Revolutionizing Open. Cecilia Carniel IBM Power Systems Scale Out sales
Revolutionizing Open Cecilia Carniel IBM Power Systems Scale Out sales cecilia_carniel@it.ibm.com Copyright IBM Corporation 2015 Technical University/Symposia materials may not be reproduced in whole or
BIG DATA TESTING: A UNIFIED VIEW
http://core.ecu.edu/strg BIG DATA TESTING: A UNIFIED VIEW BY NAM THAI ECU, Computer Science Department, March 16, 2016 2/30 PRESENTATION CONTENT 1. Overview of Big Data A. 5 V s of Big Data B. Data generation
21ST CENTURY CYBER SECURITY FOR MEDIA AND BROADCASTING
WWW.HCLTECH.COM 21ST CENTURY CYBER SECURITY FOR MEDIA AND BROADCASTING THE AGE OF DISRUPTION: THE AGE OF CYBER THREATS While the digital era has brought with it significant advances in technology, capabilities
Automated Actuator Inspection Device
Automated Actuator Inspection Device ECE 480 Spring 2009 - Design Team 6 Jacob Co Joshua Dubois Stephen Sutara Codie Wilson Facilitator: Dr. Virginia Ayres Outline Current trends in the automobile industry
DATACENTER SERVICES DATACENTER
SERVICES SOLUTION SUMMARY ALL CHANGE React, grow and innovate faster with Computacenter s agile infrastructure services Customers expect an always-on, superfast response. Businesses need to release new
Support and Management for AWS
Support and Management for AWS Free your valuable resource to focus on delivering new projects, letting Proact manage your cloud environment 24x7 02 Optimal performance from your AWS infrastructure Support
Spatial Analytics Built for Big Data Platforms
Spatial Analytics Built for Big Platforms Roberto Infante Software Development Manager, Spatial and Graph 1 Copyright 2011, Oracle and/or its affiliates. All rights Global Digital Growth The Internet of
WEB-APIs DRIVING DIGITAL INNOVATION
WEB-APIs DRIVING DIGITAL INNOVATION Importance of Web-APIs Simply put, Web-APIs are the medium to make a company s digital assets consumable to any channel, which has a current or latent need. It helps
Big Data - Some Words BIG DATA 8/31/2017. Introduction
BIG DATA Introduction Big Data - Some Words Connectivity Social Medias Share information Interactivity People Business Data Data mining Text mining Business Intelligence 1 What is Big Data Big Data means
WHITE PAPER. Applying Software-Defined Security to the Branch Office
Applying Software-Defined Security to the Branch Office Branch Security Overview Increasingly, the branch or remote office is becoming a common entry point for cyber-attacks into the enterprise. Industry
Cloud Computing 2. CSCI 4850/5850 High-Performance Computing Spring 2018
Cloud Computing 2 CSCI 4850/5850 High-Performance Computing Spring 2018 Tae-Hyuk (Ted) Ahn Department of Computer Science Program of Bioinformatics and Computational Biology Saint Louis University Learning
VMWARE HORIZON CLOUD SERVICE HOSTED INFRASTRUCTURE ONBOARDING SERVICE SILVER
DATASHEET VMWARE HORIZON CLOUD SERVICE HOSTED INFRASTRUCTURE ONBOARDING SERVICE SILVER AT A GLANCE The VMware Horizon Cloud Service Hosted Infrastructure Onboarding Service Silver provides basic assistance
OVERVIEW FOR ICW EVENT
OVERVIEW FOR ICW EVENT 19 th October 2016 IMECHE, 1 Birdcage Walk, London Doc Ref: Issue 1 1 Why Bluelightworks? BLW was created to act as enabler to transformation Transformational pressure has shifted
Printing Less and Saving More
Printing Less and Saving More How the FAA achieved significant cost and green savings by optimizing its output infrastructure Mr. Richard Boe Manager, Infrastructure Services Delivery Group
Outline of Hitachi, Ltd.
Cannot change the logo size and position. Outline of Hitachi, Ltd. 11/11/2014 Kazuhiro Ikebe Managing Director Hitachi South America, Ltda. 1. Corporate Data FY2013 Through 100 years, Hitachi has grown
CS430 - Computer Architecture William J. Taffe Fall 2002 using slides from. CS61C - Machine Structures Dave Patterson Fall 2000
CS430 - Computer Architecture William J. Taffe Fall 2002 using slides from CS61C - Machine Structures Dave Patterson Fall 2000 CS 430 Intro.1 WJ Taffe, Fall 2002 Overview Intro to Machine Structures Organization
Ido Sarig, General Manager, IOT Solutions Group DELIVERING END-TO-END INTELLIGENCE FOR THE INTERNET OF THINGS
Ido Sarig, General Manager, IOT Solutions Group DELIVERING END-TO-END INTELLIGENCE FOR THE INTERNET OF THINGS Why is the internet of things inevitable? More than two billion gallons of fuel are wasted