The impact of short-term variability and uncertainty on long-term power planning
Traditionally, long-term investment planning models have been the apparent tool to analyse future developments in the energy sector. With the increasing penetration of renewable energy sources, however, the modelling of short-term operational issues becomes increasingly important in two respects: fi...
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Published in: | Annals of operations research Vol. 284; no. 1; pp. 199 - 223 |
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Abstract | Traditionally, long-term investment planning models have been the apparent tool to analyse future developments in the energy sector. With the increasing penetration of renewable energy sources, however, the modelling of short-term operational issues becomes increasingly important in two respects: first, in relation to variability and second, with respect to uncertainty. A model that includes both may easily become intractable, while the negligence of variability and uncertainty may result in sub-optimal and/or unrealistic decision-making. This paper investigates methods for aggregating data and reducing model size to obtain tractable yet close-to-optimal investment planning decisions. The aim is to investigate whether short-term variability or uncertainty is more important and under which circumstances. In particular, we consider a generation expansion problem and compare various representations of short-term variability and uncertainty of demand and renewable supply. The main results are derived from a case study on the Danish power system. Our analysis shows that the inclusion of representative days is crucial for the feasibility and quality of long-term power planning decisions. In fact, we observe that short-term uncertainty can be ignored if a sufficient number of representative days is included. |
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AbstractList | Traditionally, long-term investment planning models have been the apparent tool to analyse future developments in the energy sector. With the increasing penetration of renewable energy sources, however, the modelling of short-term operational issues becomes increasingly important in two respects: first, in relation to variability and second, with respect to uncertainty. A model that includes both may easily become intractable, while the negligence of variability and uncertainty may result in sub-optimal and/or unrealistic decision-making. This paper investigates methods for aggregating data and reducing model size to obtain tractable yet close-to-optimal investment planning decisions. The aim is to investigate whether short-term variability or uncertainty is more important and under which circumstances. In particular, we consider a generation expansion problem and compare various representations of short-term variability and uncertainty of demand and renewable supply. The main results are derived from a case study on the Danish power system. Our analysis shows that the inclusion of representative days is crucial for the feasibility and quality of long-term power planning decisions. In fact, we observe that short-term uncertainty can be ignored if a sufficient number of representative days is included. |
Audience | Academic |
Author | Bylling, Henrik C. Boomsma, Trine K. Pineda, Salvador |
Author_xml | – sequence: 1 givenname: Henrik C. surname: Bylling fullname: Bylling, Henrik C. email: bylling@math.ku.dk organization: Department of Mathematics, University of Copenhagen – sequence: 2 givenname: Salvador surname: Pineda fullname: Pineda, Salvador organization: Department of Electrical Engineering, University of Malaga – sequence: 3 givenname: Trine K. surname: Boomsma fullname: Boomsma, Trine K. organization: Department of Mathematics, University of Copenhagen |
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CitedBy_id | crossref_primary_10_1016_j_rser_2021_111093 crossref_primary_10_1007_s11750_019_00521_5 crossref_primary_10_1016_j_apenergy_2021_116736 crossref_primary_10_1016_j_rser_2024_114623 crossref_primary_10_1038_s41560_023_01276_x crossref_primary_10_1109_TPWRS_2021_3121369 crossref_primary_10_1007_s42452_024_05820_6 crossref_primary_10_1016_j_energy_2022_126589 crossref_primary_10_1016_j_energy_2023_128418 crossref_primary_10_1051_e3sconf_202020906022 crossref_primary_10_1007_s10287_021_00418_4 crossref_primary_10_1016_j_epsr_2020_106618 crossref_primary_10_1109_TSTE_2022_3150918 crossref_primary_10_2139_ssrn_4108850 crossref_primary_10_1002_er_6208 crossref_primary_10_1016_j_ijhydene_2022_04_293 |
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Keywords | Generation expansion Uncertainty Power planning problems Variability Investment |
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SubjectTerms | Alternative energy sources Business and Management Case studies Combinatorics Costs Decision making Decisions Denmark Electric power systems Energy industry Energy resources Energy trading Expansion Flexibility Investment Long term planning Negligence Operations research Operations Research/Decision Theory Original Research Renewable energy sources Renewable resources Theory of Computation Uncertainty |
Title | The impact of short-term variability and uncertainty on long-term power planning |
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