Techno-economic-environmental evaluation of aircraft propulsion electrification: Surrogate-based multi-mission optimal design approach

dc.contributor.authorZhang, Jinning
dc.contributor.authorRoumeliotis, Ioannis
dc.contributor.authorZhang, Xin
dc.contributor.authorZolotas, Argyrios
dc.date.accessioned2023-01-27T10:58:36Z
dc.date.available2023-01-27T10:58:36Z
dc.date.issued2023-01-10
dc.description.abstractDriven by the sustainability initiatives in the aviation sector, the emerging technologies of aircraft propulsion electrification have been identified as the promising approach to realize sustainable and decarbonized aviation. This study proposes a surrogate-based multi-mission optimal design approach for aircraft propulsion electrification, which innovatively incorporates realistic aviation operations into the electric aircraft design, with the aim of improving the overall aircraft fuel economy over multiple flight missions and conditions in practical scenarios. The proposed optimal design approach starts with the flight route data analysis to cluster the flight operational data using gaussian mixture model, so that a concise representation of flight mission profiles can be achieved. Then, an optimal orthogonal array-based Latin hypercubes are employed to generate sampling points of design variables for electrified aircraft propulsion. The mission analysis is performed with coupled propulsion-airframe integration in order to propose energy management strategy for mission-dependent aircraft performance. Consequently, fuel economy surrogate model is established via support vector machines to obtain the optimal design points of electrified aircraft propulsion. For assessing the viability of novel propulsion technologies, techno-economic evaluation is conducted using sensitivity analysis and breakeven electricity prices under a series of environmental regulatory policy scenarios.en_UK
dc.identifier.citationZhang J, Roumeliotis I, Zhang X, Zolotas A. (2023) Techno-economic-environmental evaluation of aircraft propulsion electrification: Surrogate-based multi-mission optimal design approach. Renewable and Sustainable Energy Reviews, Volume 175, April 2023, Article number 113168en_UK
dc.identifier.issn1364-0321
dc.identifier.urihttps://doi.org/10.1016/j.rser.2023.113168
dc.identifier.urihttps://dspace.lib.cranfield.ac.uk/handle/1826/19048
dc.language.isoenen_UK
dc.publisherElsevieren_UK
dc.rightsAttribution 4.0 International*
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/*
dc.subjectAircraft propulsion electrificationen_UK
dc.subjectDecarbonized aviationen_UK
dc.subjectHybrid electric aircraften_UK
dc.subjectMulti-mission optimal designen_UK
dc.subjectEnergy management strategyen_UK
dc.subjectFuel economyen_UK
dc.subjectTechno-economic evaluationen_UK
dc.subjectEnvironmental policy scenariosen_UK
dc.subjectDirect operating costen_UK
dc.titleTechno-economic-environmental evaluation of aircraft propulsion electrification: Surrogate-based multi-mission optimal design approachen_UK
dc.typeArticleen_UK

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