Transformers in Time Series: A Survey

Qingsong Wen, Tian Zhou, Chaoli Zhang, +4

Forecasting MethodologyEngineeringMachine LearningData ScienceData Mining +15

FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Tian Zhou, Ziqing Ma, Qingsong Wen, +3

arXiv (Cornell University)

Forecasting MethodologyMost Time SeriesEngineeringData ScienceDecomposition Method +6

FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting

Tian Zhou, Ziqing Ma, Xue Wang, +3

arXiv (Cornell University)

Forecasting MethodologyEngineeringMachine LearningAutoencodersDeep Learning Models +17

Leakage Detection in Water Distribution Systems Based on Time–Frequency Convolutional Neural Network

Guancheng Guo, Xipeng Yu, Shuming Liu, +6

Journal of Water Resources Planning and Management

Leakage (Machine Learning)Water Distribution SystemsMachine LearningEngineeringDecision Tree +8

Transformers in Time Series: A Survey

Qingsong Wen, Tian Zhou, Chaoli Zhang, +4

arXiv (Cornell University)

Forecasting MethodologyEngineeringMachine LearningData ScienceData Mining +16

GCformer: An Efficient Solution for Accurate and Scalable Long-Term Multivariate Time Series Forecasting

Yanjun Zhao, Ziqing Ma, Tian Zhou, +3

Forecasting MethodologyConvolutional Neural NetworkEngineeringMachine LearningVector Autoregression +20

Novel Leakage Detection and Localization Method Based on Line Spectrum Pair and Cubic Interpolation Search

Guancheng Guo, Xipeng Yu, Shuming Liu, +5

Water Resources Management

Cubic Interpolation SearchLine Spectrum PairNovel Leakage DetectionSpectrum EstimationLeakage Detection +1

Energy forecasting with robust, flexible, and explainable machine learning algorithms

Zhaoyang Zhu, Weiqi Chen, Rui Xia, +12

AI Magazine

Forecasting MethodologyUnified Ai PlatformExplainable GuidanceEnergy ModelingMachine Learning +13

Multiple Leakage Detection and Isolation in District Metering Areas Using a Multistage Approach

Xiaoting Wang, Junyu Li, Shuming Liu, +2

Journal of Water Resources Planning and Management

Anomaly DetectionEngineeringData ScienceAdvanced Metering InfrastructureWater Monitoring +11

Water quality induced corrosion of stainless steel valves during long-term service in a reverse osmosis system

Xiyan Xu, Shuming Liu, Ying Liu, +6

Journal of Environmental Sciences

Corrosion TechnologyEngineeringStainless Steel ValvesCorrosionEnvironmental Engineering +4