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机器学习在水质管理中的应用

Gongye shui chuli
依托机器学习的精准预测，水质管理正迎来深刻的智能变革。本文详细探讨了机器学习算法在水质管理领域的研究进展，目前大部分研究主要集中于水质的预测与评价。首先，概述了四种在水质管理领域应用较多的机器学习算法（SVM、RF、LSTM、ANN）的基本原理，并介绍了这四种算法应用于水质管理领域的优势以及存在的问题。随后，总结了近年来机器学习算法在水质预测和水质评价的研究进展，发现单一算法模型预测效果有限且不稳定，混合元启发式优化算法可以很好的改善模型性能。展望未来 ...
刘通, 冯飘飘, 王楚搏, 孟繁一, 孙瑞欣, 党媛媛, 马若鑫, 徐浩   +7 more
doaj  

[<i>Xiaoyao San</i> alleviates abnormal α‑syn aggregation and neuronal injury in a <i>Caenorhabditis</i> elegans model of Parkinson disease <i>via</i> the SKN-1 antioxidative pathway]. [PDF]

Nan Fang Yi Ke Da Xue Xue Bao
Ye L, Liao Y, Liu Q, Zhang J, Gao L, Dong Z.   +5 more
europepmc   +1 more source

[Postoperatively function evaluation of bilateral maxillary reconstruction with vascularized free flaps]. [PDF]

Beijing Da Xue Xue Bao Yi Xue Ban
Lin S, Hu L, Yu Y, Zhang W, Wang Y, Guo C, Mao C, Peng X.   +7 more
europepmc   +1 more source

[Combined detection of urinary-related protein and fecal calprotectin for early warning of IgA vasculitis with nephritis in children]. [PDF]

Zhongguo Dang Dai Er Ke Za Zhi
Ye LY, Zhou RB, Xie M, Zhou HR, Chen XZ.
europepmc   +1 more source

[Determination of the key characteristic components in ginger from different origins by internal extractive electrospray ionization mass spectrometry]. [PDF]

Se Pu
Wang HT, Xie SY, Xie JJ, Wu RT, Qin MM, Chen HW.   +5 more
europepmc   +1 more source

[Chronic pain: from central sensitization to network homeostasis imbalance]. [PDF]

Nan Fang Yi Ke Da Xue Xue Bao
Ruan C, Yang X, Zhang J, Teng T, Chen Z, Liu Y, Yang Y, Wang Y.   +7 more
europepmc   +1 more source

[Research progress on the applicability of diagnostic criteria for metabolic and alcohol-related liver disease in patients with cirrhosis and after liver transplantation]. [PDF]

Zhonghua Gan Zang Bing Za Zhi
Han Y, Xu H, Wang L.
europepmc   +1 more source

[Expert consensus on the application of bone cement in the treatment of diabetic wounds (2026 edition)]. [PDF]

Zhonghua Shao Shang Yu Chuang Mian Xiu Fu Za Zhi
Burns and Trauma Branch of Chinese Geriatrics Society.
europepmc   +1 more source

[Preparation of HLYVSPW peptide-displaying outer membrane vesicles and validation of their in vitro targeting effects on triple-negative breast cancer cells]. [PDF]

Sheng Wu Yi Xue Gong Cheng Xue Za Zhi
Wang Q, Zhao S, Wang H, Li X, Ren W.
europepmc   +1 more source

[Construction of a Multi-Factor Quantitative Scoring Model for Chromosome Karyotype Analysis]. [PDF]

Sichuan Da Xue Xue Bao Yi Xue Ban
Lai Y, Su Q, Wang H, Wu W, He G, Li T.
europepmc   +1 more source