APPLICABILITY OF CLUSTERING SCHEME FOR GROUND MOTIONS USING JS DIVERGENCE TO SPECTRUM COMPATIBLE DESIGN MOTIONS
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- MIYAMOTO Takashi
- 山梨大学工学部土木環境工学科
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- HONDA Riki
- 東京大学大学院新領域創成科学研究科
Bibliographic Information
- Other Title
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- JS divergenceを用いた地震動波形のクラスタリング手法のスペクトル適合波への適用性
Description
When a number of ground motions having different characteristics are considered as candidates of design input motions, it is difficult to select or synthesize a representative wave among those waves. In order to solve this problem, this paper presents a scheme for clustering ground motions considering their effects on nonlinear structural response values. Characteristics of ground motions are expressed using probability density functions (PDFs) of nonlinear response values of structural models and their dissimilarity is quantified by Jensen-Shannon divergence. As a clustering method, hierarchical clustering algorithm is utilized. The proposed method is applied to a set of spectrum compatible ground motions, which are adequately classified in the viewpoint of total input energy to the target structure. Moreover, waves which have unique characteristics are classified as independent clusters.
Journal
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- Journal of Japan Society of Civil Engineers, Ser. A1 (Structural Engineering & Earthquake Engineering (SE/EE))
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Journal of Japan Society of Civil Engineers, Ser. A1 (Structural Engineering & Earthquake Engineering (SE/EE)) 71 (4), I_799-I_806, 2015
Japan Society of Civil Engineers
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Details 詳細情報について
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- CRID
- 1390282680327305984
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- NII Article ID
- 130005100234
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- ISSN
- 21854653
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- Text Lang
- ja
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- Article Type
- journal article
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- Data Source
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- JaLC
- Crossref
- CiNii Articles
- KAKEN
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- Abstract License Flag
- Disallowed