SmartGrid

Smart Grid Seminar welcomes Jessica Bain

Topic: 
TBA - date subject to change
Abstract / Description: 

We invite you to join us in this quarter's Stanford Smart Grid Seminar. The theme of the seminar series is on smart grids and energy systems, scheduled for Thursdays, and with speakers from academic institutions and industry. The seminar room is Room 111 in Y2E2 Building.

The speakers are renowned scholars or industry experts in power and energy systems. We believe they will bring novel insights and fruitful discussions to Stanford. This seminar is offered as a 1 unit seminar course, CEE 272T/EE292T. Interested students can take this seminar course for credit by completing a project based on the topics presented in this course. Please discuss with the faculty in charge before signing up for credit.

Smart Grid Seminar Organization Team:

  • Ram Rajagopal, Associate Professor, Civil & Environmental Engineering, and Electrical Engineering
  • Liang Min, Managing Director, Bits and Watts Initiative
  • Chin-Woo Tan, Director, Stanford Smart Grid Lab
  • Mohammad Rasouli, Postdoctoral Scholar, Civil and Environmental Engineering
Date and Time: 
Thursday, November 14, 2019 - 1:30pm
Venue: 
Y2E2 111

Smart Grid Seminar: Vehicle Grid Integration

Topic: 
Vehicle Grid Integration
Abstract / Description: 

We invite you to join us in this quarter's Stanford Smart Grid Seminar. The theme of the seminar series is on smart grids and energy systems, scheduled for Thursdays, and with speakers from academic institutions and industry. The seminar room is Room 111 in Y2E2 Building.

The speakers are renowned scholars or industry experts in power and energy systems. We believe they will bring novel insights and fruitful discussions to Stanford. This seminar is offered as a 1 unit seminar course, CEE 272T/EE292T. Interested students can take this seminar course for credit by completing a project based on the topics presented in this course. Please discuss with the faculty in charge before signing up for credit.

Smart Grid Seminar Organization Team:

  • Ram Rajagopal, Associate Professor, Civil & Environmental Engineering, and Electrical Engineering
  • Liang Min, Managing Director, Bits and Watts Initiative
  • Chin-Woo Tan, Director, Stanford Smart Grid Lab
  • Mohammad Rasouli, Postdoctoral Scholar, Civil and Environmental Engineering
Date and Time: 
Thursday, November 7, 2019 - 1:30pm
Venue: 
Y2E2 111

Smart Grid Seminar: Safety-Constrained Learning Algorithms for Demand Management

Topic: 
Safety-Constrained Learning Algorithms for Demand Management
Abstract / Description: 

In the first part of the talk, we study the problem of designing optimal control actions (e.g., real-time prices) for demand management in power distribution systems given unknown customer response functions. Without exact response information or a market mechanism that extracts this information from customers, the design of demand management initiatives can present economic uncertainty and grid reliability concerns for the aggregator. This highlights the need for safety-constrained learning heuristics that can be applied in power and more broadly safety-critical systems. We showcase "safety-aware" bandit heuristics for designing control actions that constrain the probability of violation of power grid constraints during the learning process. We then highlight the effect of such safety constraints on the growth of regret for special classes of stochastic bandit optimization problems.

In the second part of the talk, we consider the problem of joint routing, battery charging, and pricing problem faced by a profit-maximizing transportation service provider that operates a fleet of autonomous electric vehicles. To accommodate for the time-varying nature of trip demands, renewable energy availability, and electricity prices, a dynamic pricing and control policy is required. We highlight several such policies, including one trained through deep reinforcement learning to develop a near-optimal policy. We also determine the optimal static policy to serve as a baseline for comparison with our dynamic policy and for determining the capacity region of the system. While the static policy provides important insights on optimal pricing and fleet management, we showcase how in a real dynamic setting, it is inefficient to utilize a static policy.


 

We invite you to join us in this quarter's Stanford Smart Grid Seminar. The theme of the seminar series is on smart grids and energy systems, scheduled for Thursdays, and with speakers from academic institutions and industry. The seminar room is Room 111 in Y2E2 Building.

The speakers are renowned scholars or industry experts in power and energy systems. We believe they will bring novel insights and fruitful discussions to Stanford. This seminar is offered as a 1 unit seminar course, CEE 272T/EE292T. Interested students can take this seminar course for credit by completing a project based on the topics presented in this course. Please discuss with the faculty in charge before signing up for credit.

Smart Grid Seminar Organization Team:

  • Ram Rajagopal, Associate Professor, Civil & Environmental Engineering, and Electrical Engineering
  • Liang Min, Managing Director, Bits and Watts Initiative
  • Chin-Woo Tan, Director, Stanford Smart Grid Lab
  • Mohammad Rasouli, Postdoctoral Scholar, Civil and Environmental Engineering
Date and Time: 
Thursday, October 24, 2019 - 1:30pm
Venue: 
Y2E2 111

Smart Grid Seminar: Real World AI Applications at Scale

Topic: 
Real World AI Applications at Scale
Abstract / Description: 

Artificial intelligence (AI) may be the key to unlocking humanity's problem-solving capabilities but engaging with AI is not necessarily intuitive. Industrial enterprises find it difficult to understand how specific AI advances can be applied to their organizations and how to begin integrating AI technology at scale. Starting to work with AI is no different than with any other technology: Understand the problem you are trying to solve, understand the capabilities of the technology, and reconcile the two. We distilled the steps from our application of AI across a variety of real-world projects. To make the steps tangible, we will deepdive into one: Google data center energy efficiency. Google wanted to reduce the energy consumed by its data centers while maintaining a temperature that was safe for operations. The team started this project with one of Google's newest, most optimized data centers. This provided a data-rich environment with the most up-to-date sensors and equipment, which helped baseline performance (and later measure impact). The result was an AI system that achieved 30% reduction in energy consumption while continuing to operate the data center in a safe, effective manner. The benefit was clear: Google reduced its data center energy consumption, environmental impact, and bottomline cost while improving the efficiency of the system. Google is now looking to expand the scale and application of this technology.


We invite you to join us in this quarter's Stanford Smart Grid Seminar. The theme of the seminar series is on smart grids and energy systems, scheduled for Thursdays, and with speakers from academic institutions and industry. The seminar room is Room 111 in Y2E2 Building.

The speakers are renowned scholars or industry experts in power and energy systems. We believe they will bring novel insights and fruitful discussions to Stanford. This seminar is offered as a 1 unit seminar course, CEE 272T/EE292T. Interested students can take this seminar course for credit by completing a project based on the topics presented in this course. Please discuss with the faculty in charge before signing up for credit.

Smart Grid Seminar Organization Team:

  • Ram Rajagopal, Associate Professor, Civil & Environmental Engineering, and Electrical Engineering
  • Liang Min, Managing Director, Bits and Watts Initiative
  • Chin-Woo Tan, Director, Stanford Smart Grid Lab
  • Mohammad Rasouli, Postdoctoral Scholar, Civil and Environmental Engineering
Date and Time: 
Thursday, October 3, 2019 - 1:30pm
Venue: 
Y2E2 111

Smart Grid Seminar: Utility Work on DER Integration

Topic: 
Utility Work on DER Integration
Abstract / Description: 

We invite you to join us in this quarter's Stanford Smart Grid Seminar. The theme of the seminar series is on smart grids and energy systems, scheduled for Thursdays, and with speakers from academic institutions and industry. The seminar room is Room 111 in Y2E2 Building.

The speakers are renowned scholars or industry experts in power and energy systems. We believe they will bring novel insights and fruitful discussions to Stanford. This seminar is offered as a 1 unit seminar course, CEE 272T/EE292T. Interested students can take this seminar course for credit by completing a project based on the topics presented in this course. Please discuss with the faculty in charge before signing up for credit.

Smart Grid Seminar Organization Team:

  • Ram Rajagopal, Associate Professor, Civil & Environmental Engineering, and Electrical Engineering
  • Liang Min, Managing Director, Bits and Watts Initiative
  • Chin-Woo Tan, Director, Stanford Smart Grid Lab
  • Mohammad Rasouli, Postdoctoral Scholar, Civil and Environmental Engineering
Date and Time: 
Thursday, September 26, 2019 - 1:30pm
Venue: 
Y2E2 111

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