Original ResearchPublished 6 October 2026Spatiotemporal feature-based investigation of major depressive disorder and emotion recognition using functional near infrared spectroscopyJinlong Chao · Rui Yang · Hong Peng · Jian Shi · Qiuxia ShiFrontiers in Psychiatrydoi 10.3389/fpsyt.2026.1907020
Original ResearchPublished 16 September 2026Research on a novel distribution network line loss prediction model based on spatiotemporal feature fusion neural networkYi Ran · Yongguang Ding · Yanming Mai · Juntong Huo · Lifei Li · Yucheng Zhang · Jingna DuanFrontiers in Energy Researchdoi 10.3389/fenrg.2026.1945909
Original ResearchPublished 12 August 2026EEG-fNIRS self-supervised emotion recognition method based on dual-stream Siamese networkYuGuo Wang · Honglin Wang · Ze Wang · Yan WuFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1894506
Original ResearchPublished 24 April 2026Application of VMD–CNN–LSTM in mechanical fault diagnosis of pump station unitsFengshou Zhang · Mengmeng Cui · Hongyu Yang · Jing Feng · Qingqing Tian · Yu Tian · Lei GuoFrontiers in Signal Processingdoi 10.3389/frsip.2026.1777346
ElectronicsPublished 20 December 2024Machine learning-based spatiotemporal fusion method for non-intrusive charging pile fault identificationYoujun Duan · Shi Shu · Yange Zhao · Hengfeng Mo · Haitao Wu · Chengzhi Hou · Hao TianFrontiers in Electronicsdoi 10.3389/felec.2024.1490939
