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基于机器学习的新能源汽车残值评估方法
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作者 张子蓬 郝世林 《湖北工业大学学报》 2019年第5期67-71,共5页
针对现有汽车残值评估方法信息使用较少、严重依赖人工检测、误差大和无法解决新能源汽车残值评估的问题,基于梯度提升回归树模型,使用行驶里程、使用时间、功率、过户次数等多维特征数据,训练模型对残值进行预测。从选取惩罚项、树的... 针对现有汽车残值评估方法信息使用较少、严重依赖人工检测、误差大和无法解决新能源汽车残值评估的问题,基于梯度提升回归树模型,使用行驶里程、使用时间、功率、过户次数等多维特征数据,训练模型对残值进行预测。从选取惩罚项、树的深度、基学习器类型以及提取特征重要性方面优化模型。最后,使用Stacking模型集成算法对二阶多项式、XGBoost、LightGBM模型进行集成。实验结果表明,使用Stacking集成后的模型可以根据当前车况数据自动计算残值,不需要人工检测,具有实时性,较其他方法有更高的准确度。 展开更多
关键词 新能源汽车 机器学习 大数据 残值评估
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动力蓄电池全生命周期数据库建设及残值评估指标选取探索
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作者 武双贺 张廷 李龙辉 《汽车实用技术》 2019年第14期40-41,72,共3页
文章基于国家对新能源汽车监控及动力蓄电池溯源管理相关政策内容,探讨构建动力蓄电池全生命周期数据库建设思路、基于动力蓄电池全生命周期数据通过大数据分析开展残值评估的可行性研究以及残值评估过程中评估指标选取的初步构想。
关键词 新能源汽车 动力蓄电池 全生命周期数据库 残值评估
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Research on stability of a slope due to underground mining 被引量:1
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作者 Hong-Jie LI Hui-Ya ZHONG Wei-Chao LI 《Journal of Coal Science & Engineering(China)》 2013年第4期474-482,共9页
This paper will present a detailed analysis of the deformation mechanism and stability assessment of the slope through field investigations, numerical modeling and measurements. Field investigation indicated that thre... This paper will present a detailed analysis of the deformation mechanism and stability assessment of the slope through field investigations, numerical modeling and measurements. Field investigation indicated that three thin coal seams encountered large mined-out area at one side and free surface of hill slope at the other side, which lead to the caving of roof strata movement, ground movement and crown crack along the preferred orientations of joints. The three-dimensional numeri- cal modeling study on the case demonstrated that the plasticity failure occurred gradually along with the extension of mined-out area in depth. When the depth of mining reached the verge defined by the seismic prospecting method, a large mount of tension failure occurred on the crown of the slope. The factor of safety was 1.36 calculated by the shear strength reduction technique, which indicated the slope was in stable state. The measurement showed that the residual deformation occurred before 1998 and became stable subsequently, which indicated that the residual deformation almost finished and the slope is in stable state. 展开更多
关键词 underground mining stability of slope numerical modeling strength reduction technique MONITORING
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