From performance to prediction: extracting aging data from the effects of base load aging on washing machines for a machine learning model

S Shaojin Ma X Xue Bai Y Yan Bai (University of Rochester and the National Bureau of Economic Research, United States, The Chinese University of Hong Kong, Hong Kong, and The Centre for Economic Policy Research ,) J Jiajia Shao S Shuai Yuan (State Key Laboratory of Coordination Chemistry, Key Laboratory of Mesoscopic Chemistry of MOE, Jiangsu Key Laboratory of Advanced Organic Materials, School of Chemistry and Chemical Engineering) J Junyu Gao (Key Laboratory of Photochemical Conversion and Optoelectronic Materials, Technical Institute of Physics and Chemistry) J Jian Chen

Article Details

Volume / Issue Vol. 15, Issue 1
Published October 31, 2025
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (7)

S

Shaojin Ma

X

Xue Bai

Y

Yan Bai

University of Rochester and the National Bureau of Economic Research, United States, The Chinese University of Hong Kong, Hong Kong, and The Centre for Economic Policy Research ,

J

Jiajia Shao

S

Shuai Yuan

State Key Laboratory of Coordination Chemistry, Key Laboratory of Mesoscopic Chemistry of MOE, Jiangsu Key Laboratory of Advanced Organic Materials, School of Chemistry and Chemical Engineering

J

Junyu Gao

Key Laboratory of Photochemical Conversion and Optoelectronic Materials, Technical Institute of Physics and Chemistry

J

Jian Chen