Open research questions in Integrated Energy Systems Optimization
180 gap statements mined from Integrated Energy Systems Optimization papers in our 4.5M-paper local library, which holds 1,861 papers on the topic — drawn mostly from each paper's own stated research gap, future-work, challenge and limitation notes, and its abstract. The ones listed below are a selection still marked open; each names the study that raised it, with a DOI link where the paper has one.
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What the literature leaves open
Further research is needed to address the challenges related to algorithm scalability, model interpretability, uncertainty propagation, and ethical considerations in AI-driven sustainability systems. The development of new computational approaches and emerging concepts such as digital twins, quantum-inspired optimization, and climate simulations supported by high-performance computing (HPC).
Multidisciplinary Uses of Computational Mathematics along with Artificial Intelligence in Sustainable Engineering: Intelligent Systems, Optimization, and Modelling for Global Resilience · 2026 · DOIThe need for integrated scientific methods to address global sustainability challenges. The lack of computational approaches that can effectively model and optimize complex systems.
Multidisciplinary Uses of Computational Mathematics along with Artificial Intelligence in Sustainable Engineering: Intelligent Systems, Optimization, and Modelling for Global Resilience · 2026 · DOIThe study identifies three critical gaps in existing HSC optimization for export-oriented decarbonization: import-oriented focus, lack of consideration of infrastructure trade-offs, and inadequate treatment of emission profiles. The study addresses these gaps using a multi-objective MILP framework with carbon pricing and geographic advantages.
Optimizing hydrogen supply chain networks for climate change mitigation: a multi-objective MILP framework with carbon pricing and geographic advantages · 2026 · DOIThe study needs to consider various market and consumer-specific factors such as electricity or carbon removal prices.
Future pathways for low-carbon technology integration in Wales’ electricity transmission and distribution networks · 2026 · DOIThe flexibility potentials of the applications are overestimated due to perfect foresight assumption. Battery degradation is limited by constraining the minimum and maximum state of charge but not explicitly modeled. Batteries of powered industrial trucks are aggregated.
Future pathways for low-carbon technology integration in Wales’ electricity transmission and distribution networks · 2026 · DOIThere is a lack of research on the cost needed for renewable energy expansion and investment.
The study notes that prior work has focused on the technical and economic feasibility of CSP-PV hybridization, but has not fully explored the optimization of these systems.
Optimizing High-Resolution CSP–PV Hybrid Power Plant Configurations for Morocco: A Techno-Economic Study · 2026 · DOIFinancial constraints, such as high upfront costs and limited access to financing. Technical limitations, such as grid flexibility and energy storage. Regulatory uncertainties, such as policy instability and lack of standardization.
Beyond Grid Parity: A Framework for Value-Optimized Solar Investment in Decarbonized Energy Systems · 2026 · DOIThe efficiency of the network itself is often not assessed in detail. The definition of 'efficient district heating' in Article 26 of the Energy Efficiency Directive does not capture all relevant effects.
Is Efficient Efficient? Or: How to Define Efficient District Heating in a Renewable World? · 2026 · DOIFuture research will investigate the impact of uncertainties regarding renewable generation and load forecasts on the planning and operation of the HESS.
Profit-Oriented Planning and Multi-Market Operation Model for Hybrid Energy Storage Systems · 2026The study highlights the need for dedicated support mechanisms to incentivize deployment.
Comparing Contract-Based Support Mechanisms for Long-Duration Energy Storage · 2026Energy system transformation pathways towards a phase-out of fossil fuels remain unclear. There is a need for studies that explore the challenges and opportunities associated with attaining a full phase-out of fossil fuels.
Challenges and opportunities of the full phase-out of fossil fuels under the 1.5 °C goal · 2026 · DOIThis method was adopted to systematically incorporate expert domain knowledge for parameters where historical data alone are insufficient to identify structural estimates within the integrated IO-DSGE framework.
Research on the Economic Transmission Mechanism and Dynamic Optimization of Computing Power Networks Based on a Multi-Sectoral Input–Output Model and a Hybrid Algorithm Solution · 2026 · DOIIn particular, the spatial allocation of hydrogen production assets within large-scale systems should be examined to evaluate how the location of electrolyzers influences transmission loading and overall system costs, thereby extending the planning capability of the HCCP architecture44.
Tokenized market learning-based transaction scheduling for hydrogen–carbon chemistry consortium-based green energy communities with stakeholder welfare and sustainable transportation · 2026 · DOILimited accessibility and lack of long-term wind monitoring infrastructure. Inadequate transmission infrastructure.
Unlocking renewable energy potential in the Western Himalayan states of India: opportunities and barriers · 2026 · DOIThe formulations presented in this paper are restricted to LP and MILP problems for the sake of simplicity. The problem size and complexity are limited by the available computing infrastructure.
On the smart coordination of flexibility scheduling in multi-carrier integrated energy systems · 2026 · DOIFuture research should focus on extending the formulations to spatially-resolved MIES. The approach should be applied to real-world energy systems to evaluate its performance. The trade-offs between optimality, autonomy, and scalability should be further investigated.
On the smart coordination of flexibility scheduling in multi-carrier integrated energy systems · 2026 · DOIThe paper identifies the need for a scheduling framework that can mitigate the costly degradation of electrochemical energy storage equipment while effectively managing fluctuations on both the generation and load sides. The paper highlights the limitations of traditional robust optimisation methods in addressing the challenges posed by renewable energy uncertainty.
Interval-Based Robust Optimisation Scheduling for Integrated Energy Systems Considering Energy Storage Lifespan and Flexible Thermal Load Response · 2026 · DOIThe EU energy governance architecture was not designed for simultaneous multi-sector electrification convergence.
The Electrification Convergence Problem: Why EU Energy Policy May Be Systematically Underestimating Future Demand Pressure · 2026 · DOIThe integration of renewable energy into power systems is a key trend in the evolution of the energy sector, but energy communities often underutilize their energy sources.
Accelerated distributed scheduling of integrated community energy systems considering electricity-heat sharing · 2026 · DOIRegStack machine learning model for accurate prediction of tidal stream turbine performance and biofouling Multi-grained adaptive informer for multi-step solar irradiance forecasting A novel prediction of the PV system output current based on integration of optimized hyperparameters of multi-layer neural networks and polynomial regression models Fault ride-through capability improvement in hydrogen energy-based…
Applications of Artificial Intelligence in Renewable Energy Transition: A Systematic Literature Review · 2026 · DOIInvestigating the application of CSP-PV hybridization in other locations, - Evaluating the impact of different PV technologies and system configurations on the optimization outcomes, - Analyzing the economic and environmental benefits of CSP-PV…
Optimizing High-Resolution CSP–PV Hybrid Power Plant Configurations for Morocco: A Techno-Economic Study · 2026 · DOIFurther development of the proposed decision-analytical framework to incorporate additional factors and uncertainties. Application of the framework to other renewable energy technologies and sectors. Evaluation of the impact of the proposed framework on solar energy investment decisions and policy-making.
Beyond Grid Parity: A Framework for Value-Optimized Solar Investment in Decarbonized Energy Systems · 2026 · DOIFurther studies on the technical, financial, and institutional feasibility of renewable energy technologies in the Western Himalayan states. Research on the climate resilience of renewable energy infrastructure in the region. Studies on the socio-economic impacts of renewable energy development in the Western Himalayan states.
Unlocking renewable energy potential in the Western Himalayan states of India: opportunities and barriers · 2026 · DOIThe traditional view of overcapacity as problematic and resource-wasteful - The lack of understanding of the potential benefits of industrial overcapacity in enabling seasonal flexibility in electricity…
Most-cited papers in Integrated Energy Systems Optimization
- On the History and Future of 100% Renewable Energy Systems Research · IEEE Access · 2022 · 549 citations
- Comparing the Costs of Intermittent and Dispatchable Electricity Generating Technologies · American Economic Review · 2011 · 486 citations
- EnergyPLAN – Advanced analysis of smart energy systems · Smart Energy · 2021 · 451 citations
- Cost Horizons and Certainty Equivalents: An Approach to Stochastic Programming of Heating Oil · Management Science · 1958 · 446 citations
- Low carbon optimal operation of integrated energy system based on carbon capture technology, LCA carbon emissions and ladder-type carbon trading · Applied Energy · 2022 · 417 citations
- A critical review of the integration of renewable energy sources with various technologies · Protection and Control of Modern Power Systems · 2021 · 368 citations
- Trends in tools and approaches for modelling the energy transition · Applied Energy · 2021 · 341 citations
- Perspectives on fourth and fifth generation district heating · Energy · 2021 · 337 citations
- Geophysical constraints on the reliability of solar and wind power worldwide · Nature Communications · 2021 · 323 citations
- Sustainable renewable energy supply networks optimization – The gradual transition to a renewable energy system within the European Union by 2050 · Renewable and Sustainable Energy Reviews · 2021 · 314 citations
Most recent work
- Low-carbon optimal dispatching of rural multi-energy microgrid system based on multi-energy conversion and agricultural load demands · Energy · 2026
- RETRACTED: Power for AI Data Centers: Energy Demand, Grid Impacts, Challenges and Perspectives · Energies · 2026
- Modeling and simulation analysis of capacity optimization configuration for low-carbon energy systems in oxygen-enriched coal-fired power plants using wind power for oxygen production · Renewable and Sustainable Energy Reviews · 2026
- Interactive scheduling for climate-neutral sustainable cities via carbon capture-enabled virtual energy communities considering digital-social welfare and joint certificate trading · Sustainable Cities and Society · 2026
- Quantifying the Trade-Offs Between Clean-Energy Expansion and Land Requirements: Evidence from Greece · Energies · 2026
- Multi-threshold time series analysis enables characterization of variable renewable energy droughts in Europe · Communications Earth & Environment · 2026
- A physics-informed machine learning framework for climate-aware digital twins in decentralised energy systems · Applied Energy · 2026
- Spatiotemporal big data-driven suitability assessment and high-efficiency utilization of renewable electricity consumption in China · Energy Conversion and Management · 2026
- Promising climate progress from net-zero ambitions to the Paris Agreement goal · Nature Climate Change · 2026
- Harnessing green power: A comprehensive analysis of India's renewable energy growth and future outlook · Next Energy · 2026
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