Two-stage stochastic optimization frameworks to aid in decision-making under uncertainty for variable resource generators participating in a sequential energy market
•Considered simultaneously day-ahead, intraday, reserve, and balancing markets.•Decision-making frameworks are presented for wind and storage power plants.•The sequential framework involves a series of stochastic optimization models.•The proposed models are validated with a real-world case study. De...
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Published in | Applied energy Vol. 292; p. 116882 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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Elsevier Ltd
15.06.2021
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Abstract | •Considered simultaneously day-ahead, intraday, reserve, and balancing markets.•Decision-making frameworks are presented for wind and storage power plants.•The sequential framework involves a series of stochastic optimization models.•The proposed models are validated with a real-world case study.
Decisions for a variable renewable resource generator’s commitment in the energy market are typically made in advance when little information is obtainable about wind availability and market prices. Much research has been published recommending various frameworks for addressing this issue. However, these frameworks are limited as they do not consider all markets a producer can participate in. Moreover, current stochastic programming models do not allow for uncertainty data to be updated as more accurate information becomes available. This work proposes two decision-making frameworks for a wind energy generator participating in day-ahead, intraday, reserve, and balancing markets. The first framework is a two-stage stochastic convex optimization approach, where both scenario-independent and scenario-dependent decisions are made concurrently. The second framework is a series of four two-stage stochastic optimization models wherein the results from each model feed into each subsequent model allowing for scenarios to be updated as more information becomes available to the decision-maker. In the simulation experiments, the multi-phase framework performs better than the single-phase in every run, and results in an average profit increase of 7%. The proposed optimization frameworks aid in better decision-making while addressing uncertainty related to variable resource generators and maximize the return on investment. |
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AbstractList | •Considered simultaneously day-ahead, intraday, reserve, and balancing markets.•Decision-making frameworks are presented for wind and storage power plants.•The sequential framework involves a series of stochastic optimization models.•The proposed models are validated with a real-world case study.
Decisions for a variable renewable resource generator’s commitment in the energy market are typically made in advance when little information is obtainable about wind availability and market prices. Much research has been published recommending various frameworks for addressing this issue. However, these frameworks are limited as they do not consider all markets a producer can participate in. Moreover, current stochastic programming models do not allow for uncertainty data to be updated as more accurate information becomes available. This work proposes two decision-making frameworks for a wind energy generator participating in day-ahead, intraday, reserve, and balancing markets. The first framework is a two-stage stochastic convex optimization approach, where both scenario-independent and scenario-dependent decisions are made concurrently. The second framework is a series of four two-stage stochastic optimization models wherein the results from each model feed into each subsequent model allowing for scenarios to be updated as more information becomes available to the decision-maker. In the simulation experiments, the multi-phase framework performs better than the single-phase in every run, and results in an average profit increase of 7%. The proposed optimization frameworks aid in better decision-making while addressing uncertainty related to variable resource generators and maximize the return on investment. |
ArticleNumber | 116882 |
Author | Fang, Xin Al-Lawati, Razan A.H. Faiz, Tasnim Ibn Crespo-Vazquez, Jose L. Noor-E-Alam, Md |
Author_xml | – sequence: 1 givenname: Razan A.H. surname: Al-Lawati fullname: Al-Lawati, Razan A.H. organization: Department of Mechanical and Industrial Engineering, Northeastern University, 360 Huntington Avenue, Boston, MA 02115, USA – sequence: 2 givenname: Jose L. surname: Crespo-Vazquez fullname: Crespo-Vazquez, Jose L. organization: Copernicus Institute of Sustainable Development, Utrecht University, Vening Meinesz Building, Princetonlaan 8a, 3584 CB Utrecht, Netherlands – sequence: 3 givenname: Tasnim Ibn surname: Faiz fullname: Faiz, Tasnim Ibn organization: Department of Mechanical and Industrial Engineering, Northeastern University, 360 Huntington Avenue, Boston, MA 02115, USA – sequence: 4 givenname: Xin surname: Fang fullname: Fang, Xin organization: Department of Electrical Engineering and Computer Science, University of Tennessee, Knoxville, TN 37996, USA – sequence: 5 givenname: Md surname: Noor-E-Alam fullname: Noor-E-Alam, Md email: mnalam@neu.edu organization: Department of Mechanical and Industrial Engineering, Northeastern University, 360 Huntington Avenue, Boston, MA 02115, USA |
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CitedBy_id | crossref_primary_10_1016_j_apenergy_2022_118639 crossref_primary_10_1016_j_enpol_2023_113503 crossref_primary_10_1016_j_apenergy_2023_121982 crossref_primary_10_3390_en16155597 crossref_primary_10_1016_j_ijepes_2024_110029 crossref_primary_10_5194_wes_9_759_2024 crossref_primary_10_1016_j_energy_2022_125261 crossref_primary_10_1016_j_apenergy_2023_121726 crossref_primary_10_1016_j_energy_2022_124856 crossref_primary_10_1016_j_ijhydene_2021_07_074 crossref_primary_10_1016_j_apenergy_2023_120739 |
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Keywords | Variable renewable resource generator Wind energy Data-driven scenarios Sequential energy market Data uncertainty Two-stage stochastic optimization |
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SubjectTerms | Data uncertainty Data-driven scenarios Sequential energy market Two-stage stochastic optimization Variable renewable resource generator Wind energy |
Title | Two-stage stochastic optimization frameworks to aid in decision-making under uncertainty for variable resource generators participating in a sequential energy market |
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