Successfully reported this slideshow.
We use your LinkedIn profile and activity data to personalize ads and to show you more relevant ads. You can change your ad preferences anytime.

Beyond Big Data: Harnessing the Industrial Internet for Wind Power

3,241 views

Published on

  • DOWNLOAD FULL BOOKS, INTO AVAILABLE FORMAT ......................................................................................................................... ......................................................................................................................... 1.DOWNLOAD FULL. PDF EBOOK here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. EPUB Ebook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. doc Ebook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. PDF EBOOK here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. EPUB Ebook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. doc Ebook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... ......................................................................................................................... ......................................................................................................................... .............. Browse by Genre Available eBooks ......................................................................................................................... Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult,
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • DOWNLOAD FULL BOOKS, INTO AVAILABLE FORMAT ......................................................................................................................... ......................................................................................................................... 1.DOWNLOAD FULL. PDF EBOOK here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. EPUB Ebook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. doc Ebook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. PDF EBOOK here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. EPUB Ebook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... 1.DOWNLOAD FULL. doc Ebook here { https://tinyurl.com/y3nhqquc } ......................................................................................................................... ......................................................................................................................... ......................................................................................................................... .............. Browse by Genre Available eBooks ......................................................................................................................... Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult,
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • DOWNLOAD FULL BOOKS, INTO AVAILABLE FORMAT ......................................................................................................................... ......................................................................................................................... 1.DOWNLOAD FULL. PDF EBOOK here { https://tinyurl.com/y8nn3gmc } ......................................................................................................................... 1.DOWNLOAD FULL. EPUB Ebook here { https://tinyurl.com/y8nn3gmc } ......................................................................................................................... 1.DOWNLOAD FULL. doc Ebook here { https://tinyurl.com/y8nn3gmc } ......................................................................................................................... 1.DOWNLOAD FULL. PDF EBOOK here { https://tinyurl.com/y8nn3gmc } ......................................................................................................................... 1.DOWNLOAD FULL. EPUB Ebook here { https://tinyurl.com/y8nn3gmc } ......................................................................................................................... 1.DOWNLOAD FULL. doc Ebook here { https://tinyurl.com/y8nn3gmc } ......................................................................................................................... ......................................................................................................................... ......................................................................................................................... .............. Browse by Genre Available eBooks ......................................................................................................................... Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult,
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here

Beyond Big Data: Harnessing the Industrial Internet for Wind Power

  1. 1. Imagination at work. Milesh Gogad GE Renewable Energy May 15, 2015 © 2015 General Electric Company. All rights reserved. Beyond Big Data Harnessingthe IndustrialInternet forWindPower GE Confidential The information presented herein is intended for academic purposes, only. Certain information has been derived from sources assumed to be reliable, however, the said information may change without notice. GE Company assumes no liability for use of any such information presented herein. Reproduction without authorization is forbidden.
  2. 2. Agenda GE Renewable Energy | May 2015 © 2015 GE Proprietary Information 2 1. GE Renewable Energy 2. Industrial Internet 3. Applications
  3. 3. GE Renewable Energy GE Renewable Energy | May 2015 © 2015 GE Proprietary Information 3 Global Credentials 40+ GW 31 25 k 98% $ 2 B Installed Countries Wind Turbines Availability R&D Invested India Capabilities 400+ MW 150+ 150+ Installed Turnkey Scope Pune Manufacturing I&C, O&M Team R&D Team
  4. 4. Inception to Interconnection … & beyond GE Renewable Energy | May 2015 © 2015 GE Proprietary Information 4 Metmast erection, WRA Micro-siting, permit app, off- taker scouting Schedule planning, land acquisition Equity, debt, construction funding, multi-lateral agency liaison Turbine, BOP, Logistics Installation, Commissioning, Foundation Comprehensive Services, Spares, Remote Monitoring, Predictive Analytics AEP Enhancement, Forecasting, Fleet Monitoring Inception Validation Project Development Financial Closure Supply Interconnection O&MLifecycle Value
  5. 5. The Industrial Internet GE Renewable Energy | May 2015 Source: Industrial Internet: Pushing the Boundaries of Minds & Machines, GE, Nov 2012 © 2015 GE Proprietary Information 5 021010308 013161090 040109010 104078050 Big Data Transforming massive volumes of information into intelligence Internet of Things A living network of machines, data and people Intelligent Machines Increasing sys. intelligence through embedded software Analytics Generating data-driven insights and enhancing asset performance Forces shaping the Industrial Internet $ 27 B Rail $ 30 B Aviation $ 63 B Healthcare $ 66 B Power $ 90 B Oil & Gas Connected machines and data could eliminate up to $150 B in waste across industries The Power of 1% Gain in Efficiency
  6. 6. Big Data & Analytics’ Outcomes GE Renewable Energy | May 2015 © 2015 GE Proprietary Information 6 Improved Compliance Advanced Predictability Better Productivity Superior Asset Management Higher Performance / AEP
  7. 7. Industrial Internet For Wind Power GE Renewable Energy | May 2015 *Trademark of General Electric Company © 2015 GE Proprietary Information 7 WindSCADA™ Wind Power Forecasting WindCONTROL™ Farm Control System Field Mobility System For Field Technicians Energy Storage GE Capabilities 1. OEM’s Product Expertise … Design margins’ interrelationships, control parameter optimization 2. O&M Experience … From monitoring > 19,000 WTGs around the world 3. Innovative Commercial Model … Outcome driven, AEP gain- linked PowerUp™ offering; Full Service Agreements (FSAs) Capabilities O&M Expertise + Tools/Tech WTG ‘Native’ Tech Optm’zn Commercial Model Outcomes  CF  AEP  Revenue &  Risk Predix™ Server On-Premise or Cloud Wind Fleet Visibility Digitized Workflow & Asset Management PulsePoint™ Predictive Analytics PowerUp* Services AEP Increase
  8. 8. App 1: PowerUp* Services GE Renewable Energy | May 2015 Application of listed technologies could vary depending on site conditions *Trademark of General Electric Company © 2015 GE Proprietary Information AEP measurement validation white paper available 8 Enabling Technologies Speed Torque Tuning, Pitching Strategy, TSR, Peak Shaver Optimization, Wake Management, Vortex Generators, Chord/Blade Extension Performance Dials Speed, Pitch, Torque, Yaw, Controls, Aero Commercial Model Validated AEP outcome driven; CapEx or OpEx based revenue sharing Outcome Up to 5%  AEP while maintaining mechanical loads within design envelope Cut-in tracking Run-up Speed control Rated power Pitch control Cut-out Wind Speed (m/s) Power(kW) Rating increase Pitch Rotor increase Speed & torque Aero modifications Start-up Moving Power Curve Up & Left
  9. 9. PowerUp*: GE, India Case Study GE Renewable Energy | May 2015 *Trademark of General Electric Company © 2015 GE Proprietary Information 9 • GE Customer Site • Location: Karnataka • Farm Capacity: 15 X 1.5 = 22.5 MW • Software Technologies Employed • Rated Generator Speed Increase • Turbine Performance Optimization • Peak Shaver • Rigorous Validation Methodology • Projected AEP Gain Average Power Curve Delta from 15 Turbines before & after PowerUp 3.5% Pilot Details PowerUp Impact 0 2 4 6 8 10 12 14 3.0 3.5 4.0 4.5 5.0 5.5 6.0 6.5 7.0 7.5 8.0 8.5 9.0 9.5 10.0 10.5 11.0 DeltaPower(kW) Wind Speed (m/s)
  10. 10. App 2: Wind Power Forecasting GE Renewable Energy | May 2015 Data presented applicable for specific site & period; generalization not recommended. © 2015 GE Proprietary Information 10 Renewable Regulatory Fund GE, India Pilot Results -100 % -30% 30% 50%  Deviations  Actual v/s Forecast HighLow Frequency 79% 79% 10% 3% 7% 21% 0% 20% 40% 60% 80% 100% +/- 30% < -30% 30%-50% > 50% Total Energy (MWh) Period: Jun 2014 to April 2015 (11 Months) OFF Forecasting Challenges Weather Data Site Connectivity Analytic Optimization Turbine Data GE Integrated Forecasting & Control Solution Customized Analytics Local + Remote Arch. Wind Farm Controls User Experience
  11. 11. Apps 3 & 4: Asset & Fleet Management GE Renewable Energy | May 2015 © 2015 GE Proprietary Information 11 • Condition monitoring system • Drive train vibration alarms & anomalies •  downtimes,  availability • Unplanned  planned maintenance •  O&M and insurance costs • Fleet performance analytics • Live production, availability & turbine status • Benchmarking • Multi-farm, multi-OEM view • Informed decisions PulsePOINT Advanced M&D Wind Fleet Visibility
  12. 12. Big Data Analytics: Desired Partner Capabilities GE Renewable Energy | May 2015 © 2015 GE Proprietary Information 12 Native Turbine Technology Knowledge Integration With Wind Farm Systems Long Term Risk Management Outcome Based Commercial Models
  13. 13. Summary • Big data & analytics … immense applications in wind power • Illustrative applications from GE … AEP enhancement, forecasting, asset & fleet management • Critical to choose the right partner … understands turbines & analytics, manages risks • Connect to know more … milesh.gogad@ge.com GE Renewable Energy | May 2015 © 2015 GE Proprietary Information 13
  14. 14. GE Renewable Energy | May 2015 © 2015 GE Proprietary Information 14 View complete presentation on the GE India SlideShare handle http://www.slideshare.net/GE_India For more updates, follow us on: @geindia /GEIndia /GEIndiaReports /geindia

×