Optimizing Energy Efficiency and Emission Reduction: Leveraging the Power of Machine Learning in an Integrated Compressed Air Energy Storage-Solid Oxide Fuel Cell System

Energy, Год журнала: 2024, Номер unknown, С. 133962 - 133962

Опубликована: Ноя. 1, 2024

Язык: Английский

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Electricity system resilience: An integrated bibliometric and systematic literature review

Utilities Policy, Год журнала: 2025, Номер 93, С. 101888 - 101888

Опубликована: Янв. 20, 2025

Язык: Английский

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Human-in-the-loop MGA to generate energy system design options matching stakeholder needs

PLOS Climate, Год журнала: 2025, Номер 4(2), С. e0000560 - e0000560

Опубликована: Фев. 24, 2025

The common use of cost minimisation to support energy system design decisions hides from view many economically comparable options that stakeholders may prefer. Modelling generate alternatives (MGA) is increasingly popular as a way go beyond least-cost designs, providing with diverse portfolios appraise. However, generating all the feasible designs not computationally viable; modellers must choose what features diversity around, despite knowing which trade-offs matter most in practice. Therefore, MGA alone cannot ensure generation match stakeholder needs. To address this shortcoming, we propose human-in-the-loop (HITL) approach automatically integrates preferences into MGA. We elicit by letting interact tentative space. Hence, decode those feed them back algorithm and perform guided search. This search produces human-trained space more mirror elicited preferences. A synthetic experiment for Portuguese shows HITL-MGA facilitate consensus formation, promising accelerate technically socially transition decisions.

Язык: Английский

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Multi-energy microgrid design and the role of coupling components—A review

Renewable and Sustainable Energy Reviews, Год журнала: 2025, Номер 216, С. 115540 - 115540

Опубликована: Март 23, 2025

Язык: Английский

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Improved surrogate modeling for multi-energy system design: Model architecture, sampling and scaling choices

Applied Energy, Год журнала: 2025, Номер 390, С. 125812 - 125812

Опубликована: Апрель 4, 2025

Язык: Английский

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The role of pumped hydro storage in the Portuguese National Plan for energy and climate for 2030: A hybrid approach using Energy PLAN and machine learning

Journal of Energy Storage, Год журнала: 2024, Номер 103, С. 114194 - 114194

Опубликована: Окт. 30, 2024

Язык: Английский

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Electricity System Resilience: An Integrated Bibliometric and Systematic Literature Review

Опубликована: Янв. 1, 2024

Язык: Английский

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