Litcius/Paper detail

Increasing the reliability of energy system scenarios with integrated modelling: a review

Taco Niet, Nastaran Arianpoo, Kamaria Kuling, A.S. Wright

2022Environmental Research Letters20 citationsDOIOpen Access PDF

Abstract

Abstract Systems models are an important tool for policy and energy planning decisions. These models generally fall into one of three modelling paradigms: energy economy, capacity expansion or power sector planning. Recent work seeks to combine these paradigms into an integrated framework to leverage the benefits of different model types. There is also interest and research in representing more system interactions to expand the modelling nexus. However, this increases model complexity and risks creating more black box models that are not well understood or trusted by users or policymakers. To understand the trade-offs and best practices of using combined models, we review current modelling practices, including an overview of the different modelling paradigms in the literature, how combined modelling has been applied to date and how the nexus has been represented in different modelling applications. Building on the literature review, we held a series of expert elicitation workshops to gain insight from energy modelling domain experts who use combined models. Finally, we encapsulate these findings and best practices into a modelling evaluation framework. We find that while there is interest and research being done in these areas, there are no set standards for how to build these types of models, resulting in a wide range of practices. Increasing model complexity to develop fully hard-linked coupled models that are also trustworthy and transparent generally requires more time and resources than is worthwhile. Instead, the focus should be on avoiding black box models by having a clear modelling purpose and developing best practices that allow for clarity and transparency. Expanding the nexus to include attributes such as biodiversity and cultural security presents a challenge and representing them as a cost is not congruent to equitable policy. These aspects could be better incorporated into analysis using stakeholder debate and citizens’ assemblies.

Topics & Concepts

Computer scienceLeverage (statistics)Nexus (standard)Best practiceEnergy modelingManagement scienceRisk analysis (engineering)Data scienceWork (physics)Efficient energy useEngineeringArtificial intelligenceEconomicsMechanical engineeringElectrical engineeringEmbedded systemMedicineManagementIntegrated Energy Systems OptimizationWater-Energy-Food Nexus StudiesSustainability and Climate Change Governance