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Reserve and Congestion Management Using Wind Power Probabilistic Forecast: A Real Case-Study

2011 MAR 17. Reserve and Congestion Management Using Wind Power Probabilistic Forecast: A Real Case-Study. Ricardo Bessa 1 ( rbessa@inescporto.pt ) Leonardo Bremermann 1 , Manuel Matos 1 Rui Pestana 2 , Nélio Machado 2 Hans-Peter Waldl 3 , Christian Wichmann 3

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Reserve and Congestion Management Using Wind Power Probabilistic Forecast: A Real Case-Study

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  1. 2011 MAR 17 Reserve and Congestion Management Using Wind Power Probabilistic Forecast: A Real Case-Study Ricardo Bessa1 (rbessa@inescporto.pt) Leonardo Bremermann1, Manuel Matos1 Rui Pestana2, Nélio Machado2 Hans-Peter Waldl3, Christian Wichmann3 1 INESC Porto, Portugal 2 REN, Portugal 3 Overspeed GmbH & Co. KG, Germany +

  2. Introduction EWEA Annual Conference, 14-17 March 2011 • In the ANEMOS.plusEuropean project power system management tools were developed, and are now being demonstrated at several end-users • Two of these management tools will be presented (on-going demonstration for REN) • Robust Reserve Setting (RRS) tool • Objectives: estimation of the operational reserve needs to account for units outages, wind power and load uncertainty • Output: reserve levels for each hour of a predefined period (i.e. day-ahead, intraday) obtained with different decision-aid methods • Fuzzy Power Flow (FPF) tool • Objectives: identify possible voltage violations and branch congestions • Output: list of nodes with possible voltage limits violations and branches with possible congestions

  3. EWEA Annual Conference, 14-17 March 2011 Robust Reserve Setting Tool

  4. Robust Reserve Setting (RRS) Tool L: Uncertain Load Decision-aid Phase (risk vs reserve cost) System Gen. Margin Model SM=G-L Deterministic Multicriteria Problem Preferred Operating Reserve Level Decision Methods Risk Indices G: Uncertain Generation Probabilistic Model Decision Maker (REN) Demonstration at the Portuguese SO (REN) Evaluation EWEA Annual Conference, 14-17 March 2011

  5. Uncertainty Modeling EWEA Annual Conference, 14-17 March 2011 • Conventional generation:discrete probability distribution of the possible capacity states (capacity outage probability table, COPT) • Load: Gaussian distribution with a given standard deviation and zero mean • Wind generation:set of quantiles forecasted by the ANEMOS platform

  6. System Generation Margin Distribution (Probabilistic Model) upward reserve + 700 MW LOLP=0.036 EPNS=5.4 MW risk of loss ofload LOLP=0.49 EPNS=157.1 MW PWRE=0.037 EWRE=4.13 MW risk of generationsurplus PWRE=0.51 EWRE=129.1 MW downward reserve - 600 MW EWEA Annual Conference, 14-17 March 2011

  7. Risk/(Reserve or Cost) Curves and Decision-aid • Recommended downward reserve • Recommended upward reserve • max • accepted • LOLP • max • accepted • PWRE EWEA Annual Conference, 14-17 March 2011

  8. Demonstration Case Design Running since 28 Sept 2010 Hourly Upward and Downward Reserve Needs Load and Special Regime Generation (e.g. mini-hydro, CHP) Forecasts 7 times per day Daily, 6 Intraday Markets 7 times per day Sequential Market RRS (ANEMOS.plus) Upscaled Probabilistic WPF Market Dispatch and Interconnection Levels 4 GW 4 times per day (ANEMOS) 7 times per day Daily, 6 Intraday Markets EWEA Annual Conference, 14-17 March 2011

  9. Output Results (Upward Reserve) LOLP=0.1% EWEA Annual Conference, 14-17 March 2011

  10. Upward Reserve Results (Oct-Feb, 4 Months) Reliability (or calibration) of probabilistic forecasts is the key requirement Sharpness is important, but it is not the critical factor EWEA Annual Conference, 14-17 March 2011

  11. EWEA Annual Conference, 14-17 March 2011 Fuzzy Power Flow Tool

  12. Fuzzy Power Flow (FPF) Load about 50 MW Load more or less between 30 and 40 MW Load between 15 and 30 MW EWEA Annual Conference, 14-17 March 2011 • Fuzzy numbers for generation and load (active and reactive) • The midpoint is computed by the deterministic AC power flow • The FPF consists of a linearization step and a non-iterative algorithm to deal with uncertainties • Output data • e.g. fuzzy node voltages’ magnitudes and angles; fuzzy active and reactive power flows; fuzzy active and reactive losses and currents

  13. Demonstration Case Design Running since 25 Oct 2010 Deterministic AC Power Flow Network physical data Transmission Network of Portugal 1 time per day and for 24 hours AC Fuzzy Power Flow (ANEMOS.plus) Conventional generation and load for day D+1 1 time per day and for 24 hours of the next day Fuzzy sets Voltage module and phase P and Q power flows Active losses 1 time per day and for 24 hours Transformation of WPF uncertainty into fuzzy sets Deterministic and probabilistic WPF for D+1 (ANEMOS) forecast launched at 6AM 38 Wind farms 6 network nodes ~2 GW Q5% Q95% Point Forecast EWEA Annual Conference, 14-17 March 2011

  14. Output Information Severity of the congestion EWEA Annual Conference, 14-17 March 2011 List of possible bus voltage violations and branch congestion Voltage violation: >1.05 pu and <0.95 pu Congestion: greater than line limit power Severity index of the congestion and voltage violation (in %)

  15. Output Results EWEA Annual Conference, 14-17 March 2011 • Possibility of overvoltage situations in two nodes at 9PM 31 Oct • Possibility of network congestions in two lines on 31 Oct at 9PM

  16. Output Results 31 Oct 2010 31 network congestion along this day EWEA Annual Conference, 14-17 March 2011 27 Oct 2010 0 network congestion along this day

  17. Conclusions EWEA Annual Conference, 14-17 March 2011 • The tools were developed according to the end-users prerequisites and necessities • Robust reserve setting tool • avoids making assumptions on the errors distributions • defines the reserve dynamically • models different attitudes and values of the decision-maker • Fuzzy power flow tool • allows the inclusion of probabilistic WPF in day-ahead security evaluation • contribute to identify weak points of the transmission network during operational phases • Next step: quantitative and qualitative evaluation results for the whole demonstration period (until June 2011)

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