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工程科学与技术:2018,50(3):224-232
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基于SPA和云理论的城市地下病害风险评估模型
(中国矿业大学(北京) 机电与信息工程学院, 北京 100083)
Risk Assessment Model of Urban Underground Diseases Based on SPA and Cloud Theory
(School of Mechanical Electronic & Info. Eng., China Univ. of Mining and Technol. (Beijing), Beijing 100083, China)
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投稿时间:2018-02-11    修订日期:2018-04-11
中文摘要: 针对城市地下病害风险评估问题兼具模糊性和随机性,提出一种基于云理论和集对理论的城市地下病害风险评估模型,定量评估病害危险性。依据相关标准,从风险发生概率和风险后果两方面选取25项病害风险评估指标,建立4级风险评估体系及指标量化标准;引入不确定性人工智能中研究模糊性与随机性关联的云理论,利用基于2阶中心距和4阶中心矩的逆向高斯云算法将指标值转化为指标云模型;提出一种最小二乘法优化的云-Critic耦合权重,综合考虑主观云权重与客观Critic权重,利用最小二乘法将二者组合并优化,为指标云合理分配权重并逐级计算得到综合云;通过引入集对分析(SPA)理论,提出一种基于集对势和高斯云“3En”规则的云模型相似度计算方法,利用高斯云的“3En”规则统计云滴并进行同异反分析,采用集对势计算综合云隶属度,判定病害风险等级。利用所建模型定量评估贵阳市道路检测工程实例,评估结果符合开挖验证实际情形,验证了模型的适用性。此外,将本文模型与层次分析法、模糊综合评价及模糊层次分析法构建的评估模型进行对比实验,结果表明本文模型具有更高的评估准确度。因此,将本文模型应用于城市地下病害的风险评估具有可行性。
Abstract:In view of ambiguity and randomness in the risk assessment of urban underground diseases, a risk assessment model of urban underground diseases based on cloud theory and set pair theory was proposed to quantitatively assess the disease risk. First, according to the relevant standards, the 25 assessment indicators of disease risk were selected from both the probability of risk occurrence and the risk consequences; a four-level risk assessment system and an index quantification standard were established. Second, by introducing the cloud theory in the field of uncertainty artificial intelligence studying the relationship between ambiguity and randomness, assessment indicators were transformed into cloud indicator according to the inverse Gauss cloud algorithm involving the second-order and the fourth-order center distance. Third, comprehensively considering the subjective cloud weight and the objective critic weight, a coupling cloud-critic weight optimized by the least squares method was proposed to distribute weights for cloud indicators, andthe least square method is utilized to combine and optimize the two kinds of weights. After a step-by-step calculation, the cloud indicator can be transformed into a comprehensive cloud. Final, a similarity calculation method of cloud model was proposed based on the set pair potential and the "3En" rule of Gauss cloud model, by introducing the set pair analysis (SPA) theory. The "3En" rule of Gauss cloud model counting cloud droplets and performing similarities, differences and counter analysis, and the set pair potential calculating membership degree of comprehensive cloud were used to judge the risk level of disease. Quantitative evaluation of Guiyang road detection engineering project has been carried out utilizing the established model. The evaluation results agreed well with the actual conditions of excavation verification and verified the applicability of the model. In addition, the model was compared with the evaluation model constructed by the analytic hierarchy process, fuzzy comprehensive evaluation and fuzzy analytic hierarchy process method; the results showed that the proposed model in this study achieved the higher evaluation accuracy when compared with the other models. It is thus feasible to apply the proposed model to the risk assessment of urban underground diseases.
文章编号:201800155     中图分类号:    文献标志码:
基金项目:国家重大科学仪器设备开发专项资助项目(2012YQ030126);国家自然科学基金资助项目(41504112);北京市交通委重点项目资助(TC1405AK9);中国铁路总公司科研开发项目资助(2017G003-H);中国矿业大学(北京)“越崎杰出学者”资助项目
作者简介:徐昕军(1990-),男,博士生.研究方向:城市地下病害检测与风险评估研究.E-mail:xinjun_xu@163.com
引用文本:
徐昕军,杨峰.基于SPA和云理论的城市地下病害风险评估模型[J].工程科学与技术,2018,50(3):224-232.
XU Xinjun,YANG Feng.Risk Assessment Model of Urban Underground Diseases Based on SPA and Cloud Theory[J].Advanced Engineering Sciences,2018,50(3):224-232.