1 / 21

Defining CPS Challenges in a Sustainable Electricity Grid

Defining CPS Challenges in a Sustainable Electricity Grid. AUTHORS: Jay Taneja, Randy Katz, and David Culler Computer Science Division University of California, Berkeley Presenting by: Phanindar Reddy Tati. Contents:. Abstract Introduction The California Electricity Grid

valmai
Télécharger la présentation

Defining CPS Challenges in a Sustainable Electricity Grid

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript


  1. Defining CPS Challenges in a Sustainable Electricity Grid AUTHORS: Jay Taneja, Randy Katz, and David Culler Computer Science Division University of California, Berkeley Presenting by: Phanindar Reddy Tati

  2. Contents: Abstract Introduction The California Electricity Grid Towards A Sustainable Grid Opportunities for Cyber Physical Systems Conclusion

  3. Abstract: Cyber-Physical Systems (CPS) are characterized as complex distributed systems exhibiting substantial uncertainty due to interactions with the physical world. Today’s electric grids are often described as CPS because a portfolio of distributed supplies must be dispatched in real-time to match uncontrolled, uncertain demand while adhering to constraints imposed by the intervening transmission and distribution network. With the increased control complexity required by deep penetration of fluctuating renewable supplies, the grid becomes more profoundly a CPS and needs to be addressed as a system. In this evolving CPS, a large fraction of supply is under-actuated, a substantial portion of demand needs to become dispatchable, interactions among distributed elements are no longer unidirectional, and operating requirements of elements are more dynamic. To more sharply define these CPS challenges, we obtain a yearlong, detailed measurement of the real-time blend of supplies on the primary California grid dispatched to meet current demand and then scale the solar and wind assets, preserving uncontrolled weather effects, to a level of penetration associated with California’s 2050 GHG targets. In this representation of a future sustainable grid, we assess the impact of demand shaping, storage, and agility on the reconstituted supply portfolio, characterize resulting duration curves and ramping, and investigate the distributed control and management regime. We articulate new operational and market opportunities and challenges that may materialize from intermittent periods of abundance and scarcity in the overall energy network. We find that in a sustainable grid, lulls in renewable production during winter are more critical than peaks in demand during summer, capacity for load shifting and energy storage are more valuable as renewables penetration increases, and that grid balancing requires integrated management of supply and demand resources.

  4. Continued… ABSTRACT • How Electricity Grid is a CPS? • As renewable resources increases, Grid gets more complex • Interaction among distributed elements are no longer unidirectional • System needs to be more dynamic • To discuss more sharply in real time, California Electricity Grid considered • In this paper, Authors discusses about • Sustainable Grid • Impact of demand shaping, storage • Investigated Distributed control and Management • New operational and Market opportunities, Challenges

  5. Introduction: ABSTRACT INTRODUCTION A portfolio of electric power generation resources must be managed dynamically to meet an uncontrolled time-varying demand Primary control loop is managed by an operator to avoid iterative unit commitment problem; based on a prediction of load, generation capacity Matching of generation to load is refined through hour-ahead and 5-minute ahead markets based on recently observed demand Generators to manage mismatches Utilizing Information Technology- ‘SMART METERS’

  6. Continued… ABSTRACT INTRODUCTION • Smart Meters • Monitors loads • Delivery of signal to trigger response from demand • Checks power quality at intermediate points

  7. Continued… LOAD-FOLLOWING-SUPPLY SUPPLY-FOLLOWING LOAD ABSTRACT INTRODUCTION Integration of large amounts of renewable resources makes the Electricity Grid more challenging To achieve deep penetration of renewable resources Zero-Emissions Load Balancing

  8. Continued… ABSTRACT INTRODUCTION • PROBLEM: Maintaining the dynamic match between supply and demand in a grid with a deep penetration of Renewables • Methods: • Pervasive monitoring, modeling • Mitigation employing a rich information plane • Distributed intelligence • Basis for this Study: • Data released by California Independent System Operator (CA ISO) • Authors performed a scaling study if much larger array of renewable assets were deployed

  9. Continued… ABSTRACT INTRODUCTION • Authors answering a question • What would the grid be like with a deep penetration of renewables today? • Not considering changes in Demand • Dynamics are not universal but Methodology is similar

  10. The California Electricity Grid INTRODUCTION THE CALIFORNIA ELECTRICITY GRID • CA ISO: • Independent, non-profit corporation that monitors, controls electric power • Has 25,865 mile network • Released hourly supply data for it’s 10 different types of generation sources

  11. Continued… INTRODUCTION THE CALIFORNIA ELECTRICITY GRID • Here, Overall demand is defined as the sum of these generation sources. • Electricity demand varies on multiple timescales: • Daily: Peaks in late afternoon • Weekly: Weekends 9.6% less than week days • Seasonally: Winter 15.8% less than summer • CHALLENGE: Matching highly-variable electricity demand with a portfolio of generation resources • 33% of power should be produced from Renewable resources by 2020 (wind, solar, geothermal, biomass, biogas, hydroelectric)

  12. Continued… INTRODUCTION THE CALIFORNIA ELECTRICITY GRID Temporal Variations: Nuclear resources- Stable base load Hydroelectric- More power in summer Thermal- To meet day-to-day variations

  13. Continued… Solar and Wind Power in California: • Solar -403MW • Wind -2.8GW • Day Time- More Solar power • Night- More Wind power • Combination could do better • Unpredictable resources INTRODUCTION THE CALIFORNIA ELECTRICITY GRID

  14. Towards A Sustainable Grid: THE CALIFORNIA ELECTRICITY GRID TOWARDS A SUSTAINABLE GRID • Scaling Methodology: To model a sustainable grid of scale CA ISO with a large fraction of renewable energy • Scale solar and wind each by constant factor • Reduce imports, thermal power until demand equals generation • Energy produced beyond present-day energy is Excess • Assumptions: • Proportional scaling of wind and solar hourly through yearly • Estimated solar based on distribution of length of the day • Geographic diversity of both wind and solar is similar in future • Authors selected 60% renewables threshold

  15. Continued… THE CALIFORNIA ELECTRICITY GRID TOWARDS A SUSTAINABLE GRID

  16. Continued… THE CALIFORNIA ELECTRICITY GRID TOWARDS A SUSTAINABLE GRID Characterization of a grid with 60% renewables Summer, Excess power  Exported or used to enable new energy-agile practices Winter, less power  Still has to meet day-to-day demand

  17. Opportunities for Cyber Physical Systems THE CALIFORNIA ELECTRICITY GRID TOWARDS A SUSTAINABLE GRID A grid with deep renewables as predicted in the sustainable grid, presents a family of CPS challenges and opportunities Cooperative portfolio Management:

  18. Continued… Supply-Following Loads: Shifts the part of burden of maintaining the match onto demand From periods of deficit to excess Shifts to thermal at points of deficit Loads-Following Supply • Operators controls supply to match the demand • Existing grids works on this THE CALIFORNIA ELECTRICITY GRID TOWARDS A SUSTAINABLE GRID

  19. Continued… THE CALIFORNIA ELECTRICITY GRID TOWARDS A SUSTAINABLE GRID • Use of Storage: • 128GW storage/ worldwide • 99.9% hydroelectric (Stores water) • Allows shaping of supply rather than demand and is substitutable for any type of power generation

  20. Continued… THE CALIFORNIA ELECTRICITY GRID TOWARDS A SUSTAINABLE GRID • Load curtailment and Energy Efficiency: • From Summer to Winter, Operator targets the critical hours (where power generation is costly) • Reduction of energy consumption at any hour of the day becomes more valuable • More energy-efficient demand improves performance • Energy-storage is more valuable

  21. Conclusion: TOWARDS A SUSTAINABLE GRID CONCLUSION Modern electric grids are CPS Build a model of what the grid would look like with sufficient sources to provide 60% of the electricity consumed Introduced Supply-following loads Discussed energy storage, demand curtailment This study is preliminary step These CPS efforts will move us a step closer to the sustainable grid design As resources are being consumed rapidly, sustainable grid is necessary

More Related