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检索条件"主题词=SHAP algorithm"
14 条 记 录,以下是1-10 订阅
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Interpretable Machine Learning for Multi-Energy Supply Station Revenue Forecasting: A shap-Driven Framework to Accelerate Urban Carbon Neutrality
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ENERGIES 2025年 第7期18卷 1624-1624页
作者: Zhao, Zhihui Wang, Minjuan Wei, Jin Cen, Xiao Du, Shengnan Wu, Ziwen Liu, Huanying Wang, Weiqiang Zhejiang Ocean Univ Natl & Local Joint Engn Res Ctr Harbor Oil & Gas S Sch Petrochem Engn & Environm Zhejiang Key Lab Pollut Control Port Petrochem Ind Zhoushan 316022 Peoples R China Ningbo Univ Technol Coll Mech & Automot Engn Ningbo 315211 Peoples R China China Univ Petr Natl Engn Lab Pipeline Safety MOE Key Lab Petr Engn Beijing Key Lab Urban Oil & Gas Distribut Technol Fuxue Rd 18 Beijing 102249 Peoples R China Sinopec Sales Co Ltd Zhejiang Hangzhou Petr Branch Hangzhou 310013 Peoples R China
The transition towards carbon neutrality and sustainable urban development necessitates innovative strategies for managing multi-energy supply stations (MESS), which integrate oil, gas, electricity, and hydrogen to su... 详细信息
来源: 评论
The Use of Machine Learning Models and shap Interaction Values to Predict the Soil Swelling Index
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PERIODICA POLYTECHNICA-CIVIL ENGINEERING 2025年 第1期69卷 239-250页
作者: Letif, Myriam Bahar, Ramdane Mezouar, Nourredine Univ Sci & Technol Houari Boumediene USTHB Fac Civil Engn Dept Geotech & Hydraul LEEGO Lab POB 32 Algiers 16111 Algeria Ctr Natl Rech Appl Genie Parasism CGS Dept Microzonage Sism Rue Kaddour RahimPOB 252 Algiers 16040 Algeria
Predicting the soil swelling index (CS) is crucial for geotechnical engineer to ensure the stability of civil engineering conceptions. Recently, ML models has sparked great interest from researchers in predicting the ... 详细信息
来源: 评论
An Energy-Saving Evaluation Method for Driving Behavior Based on the shap Scorecard Model
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WORLD ELECTRIC VEHICLE JOURNAL 2025年 第2期16卷 83-83页
作者: Zheng, Guowen Kong, Deyang Ding, Chenyang Hu, Jiaming Liu, Zhanping Nanchang Intelligent New Energy Vehicle Res Inst Nanchang 330000 Peoples R China Tongji Univ Coll Automobile Shanghai 200092 Peoples R China Jiangxi Jiangling Grp New Energy Vehicle Co Ltd Nanchang 330000 Peoples R China
In order to fully examine how driving behavior affects vehicle energy consumption and further cut down on excessive energy use while driving, an energy-saving evaluation method for driving behavior based on the shap (... 详细信息
来源: 评论
Shear performance prediction of RC beams shear-strengthened with FRP sheet: A machine learning driven design-oriented method
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ENGINEERING STRUCTURES 2025年 334卷
作者: Tang, Yixing Wang, Wenwei Huang, Qiudi Cheng, Yi Zhou, Chang Southeast Univ Sch Transportat Nanjing 211189 Peoples R China City Univ Hong Kong Dept Architecture & Civil Engn Hong Kong 999077 Peoples R China
This study employs machine learning (ML) methods to predict and analyze the failure modes and shear capacity of RC beams shear-strengthened with FRP sheets. A dataset comprising 410 experimental parameters and results... 详细信息
来源: 评论
Machine learning algorithms for predicting delayed hyponatremia after transsphenoidal surgery for patients with pituitary adenoma
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SCIENTIFIC REPORTS 2025年 第1期15卷 1-11页
作者: Lin, Kunzhe Zhang, Jianping Zhao, Lin Wei, Liangfeng Wang, Shousen Fujian Med Univ Fuzong Clin Med Coll Fuzhou Peoples R China 900th Hosp Joint Logist Support Force Dept Neurosurg Fuzhou Peoples R China 910th Hosp Joint Logist Support Force Dept Urol Quanzhou Peoples R China Fujian Med Univ Affiliated Hosp 1 Dept Androl Fuzhou Peoples R China Fujian Med Univ Hosp 900 Dept Neurosurg Fuzong Clin Med Coll Xi Erhuanbei Rd Fuzhou 350025 Fujian Peoples R China
This study aimed to develop and validate machine learning (ML) models to predict the occurrence of delayed hyponatremia after transsphenoidal surgery for pituitary adenoma. We retrospectively collected clinical data o... 详细信息
来源: 评论
Automated prediction and design of PBL connectors using physics-integrated explainable machine learning and user-friendly web API
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STRUCTURES 2025年 73卷
作者: Mou, Ben Lang, Xin Fu, Yuguang Hubei Univ Technol Sch Civil Engn Architecture & Environm Wuhan 100144 Hubei Peoples R China Qingdao Univ Technol Sch Civil Engn Qingdao 266033 Peoples R China Nanyang Technol Univ Sch Civil & Environm Engn Singapore 639798 Singapore Hong Kong Polytech Univ Dept Civil & Environm Engn Hong Kong Peoples R China
In this paper, an automated prediction and design framework of perfobond rib (PBL) connectors is developed using physics-integrated explainable machine learning. The key objective is to obtain a design and calculation... 详细信息
来源: 评论
Leveraging machine learning to explore nonlinear associations between urban heat vulnerability and morbidity risk
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URBAN CLIMATE 2025年 59卷
作者: Yang, Jiaming Tong, Zhaomin Xu, Jiwei An, Rui Liu, Yanfang Liu, Yaolin Wuhan Univ Sch Resource & Environm Sci 129 Luoyu Rd Wuhan 430079 Peoples R China Wuhan Univ Key Lab Geog Informat Syst Minist Educ 129 Luoyu Rd Wuhan 430079 Peoples R China Wuhan Univ Collaborat Innovat Ctr Geospatial Technol 129 Luoyu Rd Wuhan 430079 Peoples R China Duke Kunshan Univ 8 Duke Ave Kunshan 215316 Jiangsu Peoples R China
Urban heat vulnerability (UHV) caused by anthropogenic activities and climate changes has given rise to heat health issues in urban areas worldwide. Previous studies have extensively revealed a simple linear relations... 详细信息
来源: 评论
Analysis of landslide deformation mechanisms and coupling effects under rainfall and reservoir water level effects
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ENGINEERING GEOLOGY 2024年 343卷
作者: Li, Boyi Wang, Guilin Chen, LiChuan Sun, Fan Wang, Runqiu Liao, MingYong Xu, Hong Li, Siyu Kang, Yanfei Chongqing Univ Sch Civil Engn Chongqing 400045 Peoples R China Minist Nat Resources Technol Innovat Ctr Geohazards Automat Monitoring Chongqing Inst Geol & Mineral Resources Chongqing Peoples R China Natl Joint Engn Res Ctr Geohazards Prevent Reservoir Areas Chongqing 400045 Peoples R China Chongging Univ Key Lab New Technol Construct Cities Mt Area Minist Educ Chongqing 400045 Peoples R China Chongqing Huadi Zihuan Technol Co Ltd Chongqing 401120 Peoples R China Nanjiang Hydrogeol & Engn Geol Brigade Chongqing 401121 Peoples R China Chongqing Bur Geol Survey & Mineral Explorat Chongqing 401121 Peoples R China
Changes in rainfall, groundwater levels, and reservoir water levels exacerbate the deformation of water-involved landslides, accelerating the transition from landslide evolution to extinction. Extracting the destructi... 详细信息
来源: 评论
Machine learning driven bond performance prediction between FRP bars and coral aggregate concrete
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CONSTRUCTION AND BUILDING MATERIALS 2024年 442卷
作者: Tang, Yixing Zhou, Chang Wang, Wenwei Zhang, Wutong Cheng, Yi Southeast Univ Sch Transportat Nanjing 211189 Peoples R China
This study aims to apply machine learning (ML) methods to predict the failure mode and bond stress between FRP bars and coral aggregate concrete (CAC). The central pull test dataset of 221 FRP bars and CAC was synthes... 详细信息
来源: 评论
Landslide susceptibility evaluation and determination of critical influencing factors in eastern Sichuan mountainous area, China
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ECOLOGICAL INDICATORS 2024年 169卷
作者: Zhang, Lin Guo, Zhengxi Qi, Shi Zhao, Tianheng Wu, Bingchen Li, Peng Beijing Forestry Univ Sch Soil & Water Conservat Beijing 100083 Peoples R China Guangxi Commun Design Grp Co Ltd Nanning 5300291 Peoples R China Jiangxi Acad Water Sci & Engn Nanchang 330029 Peoples R China
Landslide susceptibility evaluation and determination of critical influencing factors is a prerequisite for preventing hazardous risks, especially in landslide-prone mountainous areas. However, in densely vegetated So... 详细信息
来源: 评论