图信号技术在供水管网中的应用

  1. Zhou, X., Guo, S., Xin, K., Tang, Z., Chu, X., & Fu, G. (2024). Network Embedding: The Bridge Between Water Distribution Network Hydraulics and Machine Learning. Water Research, 123011.
  2. ZHOU X, MAN Y, LIU S, et al. 2024. Leveraging multi-level correlations for imputing monitoring data in water supply systems using graph signal sampling theory. Water Research X , 25: 100274.
  3. ZHOU X, WAN X, LIU S, et al. 2024. An all-purpose method for optimal pressure sensor placement in water distribution networks based on graph signal analysis. Water Research , 266: 122354.
  4. ZHOU X, ZHANG J, GUO S, et al. 2023. A convenient and stable graph-based pressure estimation methodology for water distribution networks: Development and field validation. Water Research, 233: 119747.
  5. Zhou, X., Liu, S., Xu, W., Xin, K., Wu, Y., & Meng, F. (2022). Bridging hydraulics and graph signal processing: A new perspective to estimate water distribution network pressures. Water Research, 217, 118416.

机器学习技术在供水管网中的应用

  1. YUAN R, SU K, MAN Y, et al. 2024. Industrial water withdrawal prediction using multi-head attention encoder model. AQUA - Water Infrastructure, Ecosystems and Society , 73: 1868-1883.
  2. 刘怀利, 徐浩, 曼亚灿, 等.皖南农村地区需水量特征分析及预测模型研究. 给水排水,2024,60(03):17-24+31.DOI:10.13789/j.cnki.wwe1964.2023.07.21.0005.
  3. ZHOU X, TANG Z, XU W, et al. 2019. Deep learning identifies accurate burst locations in water distribution networks. Water Research, 166: 115058.

供水管网水力模型构建及校核

  1. CHEN X, ZHOU X, XIN K, et al. 2022. Sensitivity-Oriented Clustering Method for Parameter Grouping in Water Network Model Calibration. Water Resources Research, 58: e2021WR031206.
  2. ZHOU X, GUO S, XIN K, et al. 2022. Maintaining the long-term accuracy of water distribution models with data assimilation methods: A comparative study. Water Research, 226: 119268.
  3. ZHOU X, XU W, XIN K, et al. 2018. Self-Adaptive Calibration of Real-Time Demand and Roughness of Water Distribution Systems. Water Resources Research, 54: 5536-5550.

其他

  1. 周啸,刘书明,张娟,等.供水管网漏损评定的二元水平衡分析理论探析. 给水排水,2023,59(12):124-129.DOI:10.13789/j.cnki.wwe1964.2023.08.04.0001.
  2. 周啸,刘书明,王春艳.典型居民水表计量误差曲线拟合及性能分析. 给水排水,2022,58(07):27-31.DOI:10.13789/j.cnki.wwe1964.2021.06.09.0003.