DeepTravel: a Neural Network Based Travel Time Estimation Model with Auxiliary Supervision

Hanyuan Zhang, Hao Wu, Weiwei Sun, +1

Geometric LearningEngineeringMachine LearningAuxiliary SupervisionActivity-travel Pattern +15

Augmented data driven self-attention deep learning method for imbalanced fault diagnosis of the HVAC chiller

Cunxiao Shen, Hanyuan Zhang, Songping Meng, +1

Engineering Applications of Artificial Intelligence

Artificial IntelligenceFault DiagnosisImbalanced Fault DiagnosisEngineeringMachine Learning +8

Imbalanced data based fault diagnosis of the chiller via integrating a new resampling technique with an improved ensemble extreme learning machine

Hanyuan Zhang, Wenxin Yang, Weilin Yi, +3

Journal of Building Engineering

Fault DiagnosisImbalanced DataEngineeringMachine LearningData Science +9

A new chiller fault diagnosis method under the imbalanced data environment via combining an improved generative adversarial network with an enhanced deep extreme learning machine

Wenxin Yang, Hanyuan Zhang, Jit Bing Lim, +2

Engineering Applications of Artificial Intelligence

Fault detection and diagnosis of the air handling unit via combining the feature sparse representation based dynamic SFA and the LSTM network

Hanyuan Zhang, Chengdong Li, Qinglai Wei, +1

Energy and Buildings

Fault DiagnosisEngineeringMachine LearningAerospace EngineeringPattern Recognition +8

Probabilistic Robust Route Recovery with Spatio-Temporal Dynamics

Hao Wu, Jiangyun Mao, Weiwei Sun, +4

Spatio-temporal DynamicsRoute ChoiceData SparsityEngineeringData Science +13

Fault detection and diagnosis of the air handling unit via an enhanced kernel slow feature analysis approach considering the time-wise and batch-wise dynamics

Hanyuan Zhang, Chengdong Li, Li Ding, +2

Energy and Buildings

Fault DiagnosisEngineeringAerospace EngineeringIndustrial EngineeringPattern Recognition +8

Batch Process Monitoring Based on Multiway Global Preserving Kernel Slow Feature Analysis

Hanyuan Zhang, Xuemin Tian, Xiaogang Deng

IEEE Access

EngineeringMachine LearningBatch Process MonitoringData ScienceData Mining +16

RNTrajRec: Road Network Enhanced Trajectory Recovery with Spatial-Temporal Transformer

Yuqi Chen, Hanyuan Zhang, Weiwei Sun, +1

Geometric LearningEngineeringMachine LearningData ScienceSpatiotemporal Database +13

DeepDualMapper: A Gated Fusion Network for Automatic Map Extraction Using Aerial Images and Trajectories

Hao Wu, Hanyuan Zhang, Xinyu Zhang, +3

Proceedings of the AAAI Conference on Artificial Intelligence

Geometric LearningConvolutional Neural NetworkEngineeringMachine LearningMulti-image Fusion +17