Enhancing DG Participation in the Deregulated Marketplace Using Intelligent Software Agents

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Transcription:

Enhancing DG Participation in the Deregulated Marketplace Using Intelligent Software Agents September 26, 2001 Alternative Energy Systems Consulting, Inc. (AESC) Gerald Gibson P.E.

Presentation Agenda CEC-PIER Project Background What is an Intelligent Software Agent? Smart*DER Technology - An Agent-Based Approach to DG Asset Aggregation Smart*DER Demonstration Software Follow-on Demonstration Project Summary Alternative Energy Systems Consulting, Inc. 2

CEC-PIER Project(s) Background California Energy Commission (CEC) - Public Interest Energy Research (PIER) Program Intelligent Software Agents for Control and Scheduling of Distributed Generation (CEC-PIER 500-98-040) Awarded in 1998 Work began in June 1999 Work completed in February 2001 AESC was recently awarded a follow-on contract (CEC-PIER 500-00-016) for a demonstration field test during 2002. See www.aesc aesc-inc.com for additional information. Alternative Energy Systems Consulting, Inc. 3

CEC-PIER Project Need The CEC recognized that: DER assets could play a significant role in a competitive energy market but there were significant barriers to the use of this technology. Making use of DER technology on a large scale requires control and scheduling of large numbers of distributed assets -- yet the centralized decision and control paradigm employed in the electric power industry was ill-suited to this task. Intelligent agent technology was a potential solution. Alternative Energy Systems Consulting, Inc. 4

Intelligent Software Agents? An agent acts on behalf of another. An Intelligent Agent Executes autonomously & operates in real-time Communicates with other agents or users Able to exploit domain knowledge Exhibits goal-oriented behavior Agency Advantages: Multi-agent systems (a.k.a. Agency) allow distributed processing Agent complexity is kept low while agency intelligence is high Agent-based solutions are more open and extensible Alternative Energy Systems Consulting, Inc. 5

Why Use Intelligent Software Agents? DER scheduling / aggregation is amenable to an agent-based solution because: An open / extensible solution is needed DER benefits are application & location specific requiring local knowledge and decision-making Information comes from a variety of disparate sources Aggregation of loads/supplies requires communication / collaboration between sites A dynamic decision-making environment exists In many instances there is insufficient local expertise to consistently handle the day-to-day decision making Alternative Energy Systems Consulting, Inc. 6

Smart*DER Operating Scenario Independent System Operator (CAISO) UDC SITE LOAD Site A DER ASSETS Smart* DER ESCO or Scheduling Coordinator Internet Sites as needed Weather, Transmission System Data (OASIS), CalPX (Public Data), CAISO (Public Data) UDC Smart* DER DER ASSETS SITE LOAD Site B Alternative Energy Systems Consulting, Inc. 7

Smart*DER Agency Data Manager (DM) Data Analyst (DA) Event Manager (EM) Task analysis yielded seven independent agents, each devoted to a single aspect of the scheduling / aggregation process Java based code & Internet-based communications Facility Interface Agent (FIA) Internet Agent (IA) Individual agents can be located on the same or multiple platforms Owner Interface Agent (OIA) Local only Portfolio Manager (PM/OIA) Remote or Local Alternative Energy Systems Consulting, Inc. 8

Benefits & Efficiencies Site / application knowledge & associated inputs reside at each site. System is easily expanded - new sites automatically register with the Portfolio Manager (PM) agent - no PM programming or algorithm changes are needed. Any site can be configured to manage the portfolio User provides basic system constraints but once configured there is little in the way of routine decision input from on-site personnel (if allowed). Bottom line -- This gets us closer to plug and play Alternative Energy Systems Consulting, Inc. 9

Smart*DER Demonstration Software Demonstration software was developed as part of the initial CEC-PIER project to facilitate technology transfer. Demo Software Uses: CAISO & CalPX price data for 1999 calendar year San Diego area weather data & generic commercial, industrial and residential load profiles (SDG&E) Internet based data supplied by a single website that emulates CAISO and CalPX functions A single complete agency per PC (demo purposes) Microsoft Access DB, which limits it to the Windows OS Alternative Energy Systems Consulting, Inc. 10

Smart*DER Demonstration Example Two Sites / Four Generation Assets Small Commercial with 175 kw of Installed Capacity Large Commercial with 400 kw of Installed Capacity Unit Operation Options No operation Operate to displace site load Sell capacity into AS markets (NSPIN, RR) - Operate to supply AS if called Alternative Energy Systems Consulting, Inc. 11

Demonstration Day Pricing - 9/28/99 100 80 Ancillary Services Pricing $/MWh 60 40 20 0 1 4 7 10 13 16 19 22 Hour of Day NSPIN REPL Alternative Energy Systems Consulting, Inc. 12

Asset Status/Schedule - 9/28/99 400 kw Installed Capacity - Large Commercial Load Profile Excess capacity committed to AS market Alternative Energy Systems Consulting, Inc. 13

Asset Status/Schedule - 9/28/99 175 kw Installed Capacity - Small Commercial Load Profile Excess capacity committed to AS market Alternative Energy Systems Consulting, Inc. 14

Follow-on Project Description During the follow-on project AESC will: Update Smart*DER product requirements based on changes in the California energy marketplace. Enlist participation by one or more potential commercialization partners Refine / update Smart*DER technology Use Smart*DER technology for DER scheduling in the real world California marketplace during 2002. Alternative Energy Systems Consulting, Inc. 15

Summary Opportunities exist for DER involvement in the dynamic California marketplace. CEC-PIER project results showed that intelligent agent technology (Smart*( Smart*DER) can be used to schedule and aggregate DER assets. Smart*DER agent technology provides an open and extensible architecture that can be readily adapted to this changing marketplace. The next step is to integrate this technology with others already in the marketplace and test Smart*DER technology in a real-world environment. Alternative Energy Systems Consulting, Inc. 16