2018
DOI: 10.1590/1679-78254546
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Abstract: Currently, visual inspections for damage identification of structures are broadly used. However, they have two main drawbacks; time limitation and qualified manpower accessibility. Therefore, more precise and quicker technique is required to monitor the condition of structures. To aid the aim, a data mining based damage identification approach can be utilized to solve these drawbacks. In this study, to predict the damage severity of single-point damage scenarios of I-beam structures a data mining based damage … Show more

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Cited by 15 publications
(14 citation statements)
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References 49 publications
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“…Besides, various metaheuristic algorithms, e.g. Particle Swarm Optimization (PSO) [23], Genetic Algorithm (GA) [24], and Imperialist Competitive Algorithm (ICA) [25] have been developed to solve a variety of engineering optimization problems in SHM [26].…”
Section: Remote Sensing Technologymentioning
confidence: 99%
“…Besides, various metaheuristic algorithms, e.g. Particle Swarm Optimization (PSO) [23], Genetic Algorithm (GA) [24], and Imperialist Competitive Algorithm (ICA) [25] have been developed to solve a variety of engineering optimization problems in SHM [26].…”
Section: Remote Sensing Technologymentioning
confidence: 99%
“…Biology based techniques include Genetic Algorithm (GA) [11], Biogeography-Based Optimization (BBO) [19], Differential Evolution Algorithm (DEA) [20], Bacteria Foraging Optimization (BFO) [21], Artificial Immune Algorithm (AIA) [22] and Memetic Algorithm (MA) [23]. Imperialist Competitive Algorithm (ICA) [18], Teaching Learning Algorithm (TLA) [24], Parliamentary optimization algorithm [25] and Tabu Search (TS) [26] are Social based algorithms. Harmony Search (HS) [27] is a music based technique.…”
Section: Metaheuristic Techniquesmentioning
confidence: 99%
“…ICA has been used by [18] in order to improve the initial weights of ANN in the learning process. In this direction, the authors proposed a new data mining-based damage detection strategy along with a hybrid algorithm linking ICA and ANN, called ICA-ANN technique.…”
Section: Figure 6 Overview Of Imperialsit Competitive Algorithmmentioning
confidence: 99%
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“…5 [30,31]. The correlation of data can be obtained by generating patterns in data mining [32,33]. Big data analytics is also able to acquire useful knowledge from massive databases which were recorded by different sensors [27].…”
Section: Introductionmentioning
confidence: 99%