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
Main Authors: Bylling, Henrik C., Pineda, Salvador, Boomsma, Trine K.
Format: Journal Article
Language:English
Published: New York Springer US 2020
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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.
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
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  surname: Pineda
  fullname: Pineda, Salvador
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  fullname: Boomsma, Trine K.
  organization: Department of Mathematics, University of Copenhagen
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Keywords Generation expansion
Uncertainty
Power planning problems
Variability
Investment
Language English
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Snippet Traditionally, long-term investment planning models have been the apparent tool to analyse future developments in the energy sector. With the increasing...
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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
URI https://link.springer.com/article/10.1007/s10479-018-3097-3
https://www.proquest.com/docview/2135410557
Volume 284
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