Structural Optimization of Steel-Epoxy Asphalt Pavement Based on Orthogonal Design and GA-BP Algorithm

被引:16
作者
Xu, Xunqian [1 ]
Gu, Yuwen [1 ]
Huang, Wei [2 ]
Chen, Dakai [3 ]
Zhang, Chen [1 ]
Yang, Xiao [1 ]
机构
[1] Nantong Univ, Sch Transportat & Civil Engn, Nantong 226019, Peoples R China
[2] Southeast Univ, Intelligent Transportat Syst Res Ctr, Nanjing 210096, Peoples R China
[3] Nantong Univ, Med Sch, Nantong 226019, Peoples R China
基金
中国国家自然科学基金;
关键词
steel— asphalt concrete pavement; structural optimization; GA— BP algorithm; structural design strategy; orthogonal experiment; FATIGUE LIFE; DECK; BRIDGE; CONCRETE; BEHAVIOR; SURFACE; STRESS;
D O I
10.3390/cryst11040417
中图分类号
O7 [晶体学];
学科分类号
0702 ; 070205 ; 0703 ; 080501 ;
摘要
Fatigue cracks often occur in the deck asphalt pavement of steel bridges at the top of the longitudinal stiffening rib. To prevent this issue, the traditional design strategy of the steel bridge deck asphalt pavement structure was optimized, and a new approach is presented. This optimization technique exploits the strength simulation of the steel-epoxy asphalt pavement structure, and the stress concentration location is subsequently determined. A solid model of stress concentration including sensitive areas is then established. We examined the stress maximum point of the asphalt pavement layer at the top of the longitudinal stiffeners and the stress variation of the asphalt pavement layer at the top of the longitudinal stiffeners. To reduce the stress of the top pavement layer of the longitudinal stiffeners, an optimization method that combines orthogonal experimental design, neural network (BP), and genetic algorithm (GA) is presented. A design strategy for the steel-epoxy asphalt pavement structure and GA-BP optimization method was utilized to optimize the structure of the steel-epoxy asphalt pavement for Sutong Yangzi River Bridge. We confirmed that the presented approach improved fatigue reliability and established the efficacy of the design strategy and optimization method.
引用
收藏
页数:19
相关论文
共 39 条
  • [1] Fatigue life evaluation of a composite steel-concrete roadway bridge through the hot-spot stress method considering progressive pavement deterioration
    Alencar, Guilherme
    de Jesus, Abilio M. P.
    Calcada, Rui A. B.
    da Silva, Jose Guilherme S.
    [J]. ENGINEERING STRUCTURES, 2018, 166 : 46 - 61
  • [2] A study on fatigue modeling of hot mix asphalt mixtures based on the viscoelastic continuum damage properties of asphalt binder
    Ameri, Mahmoud
    Nowbakht, Shams
    Molayem, Mohammad
    Mirabimoghaddam, Mohammad H.
    [J]. CONSTRUCTION AND BUILDING MATERIALS, 2016, 106 : 243 - 252
  • [3] Fatigue behavior of dense asphalt mixes in dry and environmental-conditioning states
    Barra, B.
    Momm, L.
    Guerrero, Y.
    Bernucci, L.
    [J]. CONSTRUCTION AND BUILDING MATERIALS, 2012, 29 : 128 - 134
  • [4] Field evaluation and analysis of flexible pavement structural responses under dynamic loads
    Bayat, Alireza
    Knight, Mark
    [J]. ROAD MATERIALS AND PAVEMENT DESIGN, 2012, 13 (01) : 26 - 37
  • [5] Mechanical 3D characterization of epoxy asphalt concrete for pavement layers of orthotropic steel decks
    Bocci, Edoardo
    Graziani, Andrea
    Canestrari, Francesco
    [J]. CONSTRUCTION AND BUILDING MATERIALS, 2015, 79 : 145 - 152
  • [6] Campbell FC., 2012, FATIGUE FRACTURE UND
  • [7] Chavel B., 2012, FHWAIF12052, V17
  • [8] Mechanism and behavior of bitumen strength reinforcement using fibers
    Chen, JS
    Lin, KY
    [J]. JOURNAL OF MATERIALS SCIENCE, 2005, 40 (01) : 87 - 95
  • [9] [程怀磊 Cheng Huailei], 2019, [土木工程学报, China Civil Engineering Journal], V52, P100
  • [10] China Communications Press, 2011, E202011 CNJT JTG