Rationally Design Thermoelectric Materials Based on Ingenious Machine Learning Methods
Sign Up to like & getrecommendations! Published in 2025 at "Advanced Electronic Materials"
DOI: 10.1002/aelm.202500210
Abstract: Data quality, feature interpretability, and model generalization are critical and challenging for applying machine learning (ML) in the design of high‐efficiency materials. In this work, an ML framework with integrating multi‐step feature engineering is constructed… read more here.
Keywords: rationally design; thermoelectric materials; machine learning; design thermoelectric ... See more keywords
Analysis and Experimental Investigation of Optimum Design of Thermoelectric Cooling/Heating System for Car Seat Climate Control (CSCC)
Sign Up to like & getrecommendations! Published in 2017 at "Journal of Electronic Materials"
DOI: 10.1007/s11664-017-5854-5
Abstract: The optimum design of a thermoelectric system for application in car seat climate control has been modeled and its performance evaluated experimentally. The optimum design of the thermoelectric device combining two heat exchangers was obtained… read more here.
Keywords: design thermoelectric; system; climate control; optimum design ... See more keywords
Innovative design of a thermoelectric generator of extended legs with tapering and segmented pin configuration: Thermal performance analysis
Sign Up to like & getrecommendations! Published in 2017 at "Applied Thermal Engineering"
DOI: 10.1016/j.applthermaleng.2017.05.066
Abstract: Abstract New design of a thermoelectric generator with extended pin configuration is introduced and its performance is assessed incorporating the pin tapering parameter and the operating conditions including external load and temperature ratios. The segmented… read more here.
Keywords: thermoelectric generator; generator; design thermoelectric; pin configuration ... See more keywords
Design of thermoelectric battery based on BN aerogels and Bi2Te3 composites
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Alloys and Compounds"
DOI: 10.1016/j.jallcom.2021.161280
Abstract: Abstract The Seebeck coefficient, electrical conductivity and thermal conductivity of thermoelectric materials are related but not independent, so it is difficult to improve the figure of merit value of thermoelectric materials. In the compound with… read more here.
Keywords: battery based; battery; design thermoelectric; thermal conductivity ... See more keywords
Optimal geometric design of thermoelectric metamaterials for enhancing power generation: An interpretative approach
Sign Up to like & getrecommendations! Published in 2025 at "Journal of Applied Physics"
DOI: 10.1063/5.0287687
Abstract: Thermoelectric metamaterials featuring width modulation through constrictions (constricted geometries) have emerged as a promising approach for improving heat management and thermoelectric performance. Through a combination of theoretical calculations, analytical formalism, and validation against experimental data,… read more here.
Keywords: thermoelectric metamaterials; design thermoelectric; geometry; approach ... See more keywords