Structural Damage Identification Using a Multi-stage Gravitational Search Algorithm
محل انتشار: مجله پژوهشگران مهندسی عمران، دوره: 6، شماره: 2
سال انتشار: 1403
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 227
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شناسه ملی سند علمی:
JR_JCER-6-2_004
تاریخ نمایه سازی: 6 مرداد 1403
چکیده مقاله:
A multi-stage gravitational search algorithm (MSGSA) is proposed here to solve the optimization-based damage detection of structural systems. Natural frequency changes of a structure are considered as a criterion for damage occurrence. Finite element method and structural dynamic principles are also employed to evaluate the required natural frequencies. The structural damage detection problem is first transformed into a standard optimization problem dealing with continuous variables, and then the MSGSA is utilized to solve the optimization problem for finding the site and severity of damage. In order to assess the performance of the proposed method for damage identification, an example with experimental data and two numerical examples with considering measurement noise are considered. All the results demonstrate the effectiveness of the proposed method for accurately determining the site and extent of multiple structural damage. Also, the performance of the MSGSA for damage detection compared to the standard gravitational search algorithm (GSA) is confirmed by examples.A multi-stage gravitational search algorithm (MSGSA) is proposed here to solve the optimization-based damage detection of structural systems. Natural frequency changes of a structure are considered as a criterion for damage occurrence. Finite element method and structural dynamic principles are also employed to evaluate the required natural frequencies. The structural damage detection problem is first transformed into a standard optimization problem dealing with continuous variables, and then the MSGSA is utilized to solve the optimization problem for finding the site and severity of damage. In order to assess the performance of the proposed method for damage identification, an example with experimental data and two numerical examples with considering measurement noise are considered. All the results demonstrate the effectiveness of the proposed method for accurately determining the site and extent of multiple structural damage. Also, the performance of the MSGSA for damage detection compared to the standard gravitational search algorithm (GSA) is confirmed by examples.
کلیدواژه ها:
Damage detection ، Natural frequencies ، Finite element analysis ، Optimization method ، Multi-stage gravitational search algorithm
نویسندگان
Saeed Fallahian
Department of Civil Engineering, Shomal University, Amol, Iran
Seyed Mohammad Seyedpoor
Department of Civil Engineering, Shomal University, Amol, Iran
Eshagh Norouzi
Department of Civil Engineering, Shomal University, Amol, Iran
Sara Ghasemi
Department of Civil Engineering, Shomal University, Amol, Iran