钢筋混凝土主梁无监督式安全性评估方法Unsupervised safety evaluation method of reinforced concrete main girder structure
曹辉,王贤强,沈浩,焦峪波
摘要(Abstract):
为了解决人为主观因素和指标权重不确定性对桥梁安全性评估的影响,基于模糊聚类理论,提出了一种适用于钢筋混凝土主梁结构的无监督式安全状态评估方法。首先,构建了钢筋混凝土主梁结构安全性评估指标体系,以典型桥梁的检测数据为聚类样本,基于F统计量计算,确定了聚类样本的最佳分类。其次,将同一类桥梁检测指标均值作为该类别的中心,通过待评估桥梁检测指标数据与类别中心的模糊贴近度计算,实现该桥梁的安全性评价。以长春赛德大桥为实体工程,针对评价指标对结构安全性的影响差异,通过考虑和不考虑指标权重对桥梁安全性评估进行了分析。结果表明,基于模糊聚类的钢筋混凝土主梁结构安全评估方法是有效性。研究方法对客观评价钢筋混凝土主梁安全性及研究钢筋混凝土桥梁安全性评估方法具有借鉴意义。
关键词(KeyWords): 道路工程;钢筋混凝土桥梁;上部结构;安全性评估;模糊聚类;模糊贴近度
基金项目(Foundation): 国家自然科学基金(51608258);; 中国博士后特别资助项目(2015T80305);; 中国博士后面上项目(2018M642300)
作者(Author): 曹辉,王贤强,沈浩,焦峪波
参考文献(References):
- [1] 焦峪波.不确定条件下桥梁结构损伤识别及状态评估的模糊计算方法研究[D].长春:吉林大学,2012.JIAO Yubo.The Fuzzy Calculation Method for Damage Identification and Condition Evaluation of Bridge under Uncertainties [D].Changchun:Jilin University,2012.
- [2] 王彬,徐秀丽,李雪红,等.基于自适应模糊推理和RBF网络的桥梁安全评估[J].中国安全科学学报,2017,27(5):164-168.WANG Bin,XU Xiuli,LI Xuehong,et al.Safety assessment of bridge based on RBF neural network and adaptive fuzzy inference[J].China Safety Science Journal,2017,27(5):164-168.
- [3] LIAO K W,HOANG N D,GITOMARSONO J.A probabilistic safety evaluation framework for multi-hazard assessment in a bridge using SO-MARS learning model[J].KSCE Journal of Civil Engineering,2018,22(3):903-915.
- [4] YE X W,YI T H,SU Y H,et al.Strain-based structural condition assessment of an instrumented arch bridge using FBG monitoring data[J].Smart Structures and Systems,2018,20(2):139-150.
- [5] 毛建伟.广义模糊综合安全评价模型及其在铁路桥梁评价中的应用[J].河北科技大学学报,2008,29 (3):246-249.MAO Jianwei.Generalized fuzzy comprehensive safety evaluation model and its application to railway bridge[J].Journal of Hebei University of Science and Technology,2008,29 (3):246-249.
- [6] XIA H W,NI Y Q,WONG K Y,et al.Reliability-based condition assessment of in-service bridges using mixture distribution models[J].Computers and Structures,2012(106/107):204-213.
- [7] WANG Yingming,ELHAG T M S.Evidential reasoning approach for bridge condition assessment[J].Expert Systems with Applications,2008,34(1):689-699.
- [8] WANG Yingming,ELHAG T M S.A fuzzy group decision making approach for bridge risk assessment[J].Computers & Industrial Engineering,2007,53 (1):137-148.
- [9] TARIGHATA A,MIYAMOTO A.Fuzzy concrete bridge deck condition rating method for practical bridge management system[J].Expert Systems with Applications,2009,36 (10):12077-12085.
- [10] PAN N F,LIN T C,PAN N H.Estimating bridge performance based on a matrix-driven fuzzy linear regression model [J].Automation in Construction,2009,18(5):578-586.
- [11] 赵璐,程龙.不确定型层次分析法在桥梁安全评估中的应用[J].洛阳理工学院学报(自然科学版),2017,27(2):20-23.ZHAO Lu,CHENG Long.Application of uncertain AHP on bridge evaluation based on optimal transfer matrix[J].Journal of Luoyang Institute of Science and Technology(Natural Science Edition),2017,27(2):20-23.
- [12] 任剑.基于程度分析法的桥梁安全性评估[J].交通科技,2016(3):82-85.REN Jian.Bridge safety evaluation based on degree analysis[J].Transportation Science and Technology,2016(3):82-85.
- [13] 李洁,马楠,李松辉.在役桥梁安全评估及养护策略研究[J].公路交通科技(应用技术版),2012(6):10-13.
- [14] LIU Hanbing,WANG Xianqiang,JIAO Yubo,et al.Condition evaluation for existing reinforced concrete bridge superstructure using fuzzy clustering improved by particle swarm optimisation[J].Structure and Infrastructure Engineering,2017,13(7):11-19.
- [15] BHATIA V,RANI R.A parallel fuzzy clustering algorithm for large graphs using pregel[J].Expert Systems with Applications,2017,78(15):135-144.
- [16] LI S,ELBESTAWI M A.Fuzzy clustering for automated tool condition monitoring in machining[J].Mechanical Systems and Signal Processing,1996,10(5):533-550.
- [17] BINESH N,REZGHI M.Fuzzy clustering in community detection based on nonnegative matrix factorization with two novel evaluation criteria[J].Applied Soft Computing,2018,69:689-703.
- [18] WU Junjie,WU Zhiang,CAO Jie,et al.Fuzzy consensus clustering with applications on big data[J].IEEE Transactions on Fuzzy Systems,2017,25(6):1430-1445.
- [19] 夏富洲,刘富奎,陈栋梁.不确定型层次分析法在渡槽结构状态评估中的应用[J].武汉大学学报(工学版),2012,45 (3):277-281.XIA Fuzhou,LIU Fukui,CHEN Dongliang.Application of uncertain type AHP to aqueduct structure condition assessment [J].Engineering Journal of Wuhan University,2012,45 (3):277-281.
- [20] 黄侨,任远,林阳子.大跨径桥梁综合评估中的不确定型层次分析法[J].公路交通科技,2008,25(3):79-83.HUANG Qiao,REN Yuan,LIN Yangzi.Uncertain type of AHP method in comprehensive assessment of long span bridge[J].Journal of Highway and Transportation Research and Development,2008,25(3):79-83.