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一种基于案例推理的集成式工时估算方法 被引量:2

An Integrated Estimation Method for Man-hours Based on Case History Reasoning
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摘要 为快速、准确制定产品工时定额,提出一种基于案例推理的集成式工时估算方法。该方法在对已有案例库精简的基础上,通过支持向量机模型对案例推理结果进行误差补偿,最终估算出工时定额值。首先给出了基于模糊C均值的案例库精简方法,然后构建支持向量机的误差补偿模型,最后以焊接工艺的工时估算为例,对提出的方法进行了实例验证。结果表明:该方法可提高工时定额制定工作的质量和效率,为合理安排生产计划提供了决策依据。 For quick and accurate development of man-hour quota for the product. An integrated method to estimate man-hour quota based on case history reasoning was proposed. On the basis of existing streamlined case library, estimated the exact value of man-hour quota by error compensation of the results of case history reasoning via SVM model. First of all,it should develop the means to streamline the case library based on fuzzy C mean values, then built SVM error compensation model, and finally it took the man-hour estimation for welding process as an example to verify the proposed method. The results show that: this method can improve the quality and efficiency in establishment of man-hour quota and provide a decision-making basis for reasonable arrangements of the production plan.
出处 《机械制造》 2016年第12期1-5,共5页 Machinery
基金 陕西省教育厅科研基金资助项目(编号:15JK1311) 西安工程大学博士科研启动基金资助项目(编号:BS1301)
关键词 工时定额 神经网络 案例推理 支持向量机 Man-hour Quota Neural Network Case History Reasoning SVM
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