To achieve improved multi-node temperature estimation with limited training data in Permanent Magnet Synchronous Motors (PMSMs), a novel approach of a Lumped-Parameter Thermal Network (LPTN)-informed neural network is proposed in this paper. Firstly, the parameter and model uncertainties of third or higher-order LPTNs with global parameter identification for temperature estimation are systematically stated based on numerical analysis.

DOI Link: 
10.21227/sbwe-k671
Links or DOI: 
Temperature Estimation in PMSMs using LPTN-informed LSTM neural network
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[1] Zirui Liu, Wubin Kong, Xinggang Fan, Zimin Li, Kai Peng, Ronghai Qu, "Hybrid Thermal Modeling with LPTN-Informed Neural Network for Multi-Node Temperature Estimation in PMSM", IEEE Dataport, 2024. [Online]. Available: http://dx.doi.org/10.21227/sbwe-k671. Accessed: Jan. 17, 2025.
@data{sbwe-k671-24,
doi = {10.21227/sbwe-k671},
url = {http://dx.doi.org/10.21227/sbwe-k671},
author = {Zirui Liu; Wubin Kong; Xinggang Fan; Zimin Li; Kai Peng; Ronghai Qu },
publisher = {IEEE Dataport},
title = {Hybrid Thermal Modeling with LPTN-Informed Neural Network for Multi-Node Temperature Estimation in PMSM},
year = {2024} }
TY - DATA
T1 - Hybrid Thermal Modeling with LPTN-Informed Neural Network for Multi-Node Temperature Estimation in PMSM
AU - Zirui Liu; Wubin Kong; Xinggang Fan; Zimin Li; Kai Peng; Ronghai Qu
PY - 2024
PB - IEEE Dataport
UR - 10.21227/sbwe-k671
ER -
Zirui Liu, Wubin Kong, Xinggang Fan, Zimin Li, Kai Peng, Ronghai Qu. (2024). Hybrid Thermal Modeling with LPTN-Informed Neural Network for Multi-Node Temperature Estimation in PMSM. IEEE Dataport. http://dx.doi.org/10.21227/sbwe-k671
Zirui Liu, Wubin Kong, Xinggang Fan, Zimin Li, Kai Peng, Ronghai Qu, 2024. Hybrid Thermal Modeling with LPTN-Informed Neural Network for Multi-Node Temperature Estimation in PMSM. Available at: http://dx.doi.org/10.21227/sbwe-k671.
Zirui Liu, Wubin Kong, Xinggang Fan, Zimin Li, Kai Peng, Ronghai Qu. (2024). "Hybrid Thermal Modeling with LPTN-Informed Neural Network for Multi-Node Temperature Estimation in PMSM." Web.
1. Zirui Liu, Wubin Kong, Xinggang Fan, Zimin Li, Kai Peng, Ronghai Qu. Hybrid Thermal Modeling with LPTN-Informed Neural Network for Multi-Node Temperature Estimation in PMSM [Internet]. IEEE Dataport; 2024. Available from : http://dx.doi.org/10.21227/sbwe-k671
Zirui Liu, Wubin Kong, Xinggang Fan, Zimin Li, Kai Peng, Ronghai Qu. "Hybrid Thermal Modeling with LPTN-Informed Neural Network for Multi-Node Temperature Estimation in PMSM." doi: 10.21227/sbwe-k671