Details of a Researcher - Kohiyama, Masayuki

Presentations -

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3次元畳み込みニューラルネットワークを用いた履歴ループに基づく木造建物の損傷判別システム

千葉荘輝，小檜山雅之，山下拓三

日本地震工学会・大会－2024 (じゅうろくプラザ（岐阜市文化産業交流センター，岐阜市）) ,

2024.12

Oral presentation (general), Japan Association for Earthquake Engineering

The shape of the restoring force–story drift angle relationship curve (hysteresis loop) derived from the seismic response data of a building changes depending on its structural health. Taking advantage of this property, this study proposed a method to assess the risk of collapse due to future earthquake motions based on hysteresis loop images considering the time axis direction using a three-dimensional convolutional neural network (CNN). The effectiveness of the proposed method was verified by comparing the accuracy and recall of the unsafe model between the proposed method and a prior research method using a two-dimensional CNN. It was confirmed that the proposed method adjusting the image size and division number in the time axis direction has a higher accuracy and robustness against observation noise.

Shaking Table Experiment of a Rigid Body Swing and Horizontal Spring Oscillation Combined Type Tuned Mass Damper Tunable in Two Directions

SHIMIZU Yuki, KOHIYAMA Masayuki

Annual Meeting of Architectural Institute of Japan (Surugadai Campus, Meiji University (Chiyoda-ku, Tokyo)) ,

2024.08

Oral presentation (general), Architectural Institute of Japan

Accuracy Improvement of Damage Classifier for a Wooden Building Based on Acceleration Response Using Long Short-Term Memory

MAEDA Toshiakira, KOHIYAMA Masayuki, YAMASHITA Takuzo

Annual Meeting of Architectural Institute of Japan (Surugadai Campus, Meiji University (Chiyoda-ku, Tokyo)) ,

2024.08

Oral presentation (general), Architectural Institute of Japan

ニューラルネットワークを用いた木造建物の地震被害判別器の学習データセット作成法に関する研究

溝淵陸大，小檜山雅之，山下拓三

第16回日本地震工学シンポジウム (パシフィコ横浜ノース4階（神奈川県横浜市西区みなとみらい１丁目１−２）) ,

2023.11

Poster presentation, 日本地震工学会、地域安全学会、地盤工学会、土木学会、日本活断層学会、日本機械学会、日本建築学会、日本災害情報学会、日本災害復興学会、日本地震学会、日本自然災害学会、日本都市計画学会

畳み込みニューラルネットワークを用いた履歴ループに基づく木造建物の損傷判別システム

千葉荘輝，小檜山雅之，山下拓三

第16回日本地震工学シンポジウム (パシフィコ横浜ノース4階（神奈川県横浜市西区みなとみらい１丁目１−２）) ,

2023.11

畳み込みニューラルネットワークを用いた履歴ループに基づく木造建物の損傷判別法に関する基礎的研究

千葉荘輝，小檜山雅之，山下拓三

第10回構造物の安全性・信頼性に関する国内シンポジウム (日本学術会議（東京都港区六本木7-22-34）) ,

2023.10

Oral presentation (general), 日本学術会議土木工学・建築学委員会

東京都庁第一本庁舎で観測されたねじれ応答へのQ-Δ効果の寄与に関する基礎的研究

溝部直人，小檜山雅之

第10回構造物の安全性・信頼性に関する国内シンポジウム (日本学術会議（東京都港区六本木7-22-34）) ,

2023.10

Oral presentation (general), 日本学術会議土木工学・建築学委員会

地震応答の安全限界超過確率に基づくサーバのウォームスタンバイ法の提案

平岡笑暢，木田祐輔，小檜山雅之

第10回構造物の安全性・信頼性に関する国内シンポジウム (日本学術会議（東京都港区六本木7-22-34）) ,

2023.10

Oral presentation (general), 日本学術会議土木工学・建築学委員会

Shaking Table Test of a Warm Standby Method Based on Exceedance Probability of Sever Seismic Response over Failure Threshold

HIRAOKA Enon, KIDA Yusuke, KOHIYAMA Masayuki

Annual Meeting of Architectural Institute of Japan (Yoshida Campus, Kyoto University) ,

2023.09

Oral presentation (general), Architectural Institute of Japan

長周期地震動によるセンターコア型二軸対称超高層建物のＱ-Δ共振に関する立体骨組解析

牧栞里，小檜山雅之

日本地震工学会・大会－2022 (北海道大学) ,

2022.12

Oral presentation (general), Japan Association for Earthquake Engineering

水平2方向の剛性が異なる建物に大変位が生じると幾何学的非線形性によりねじりモーメントが発生する．そのため，水平2方向の並進モードの固有振動数の和または差がねじれモードの固有振動数と近接するとねじれモードが励起されるQ–Δ共振が発生する．そこで，Q–Δ共振条件を満足する二軸対称な平面を持つセンターコア型の超高層建物の立体骨組モデルを作成し長周期地震動でねじれ応答が励起されるか検討を行った．弾性応答を仮定し幾何学的非線形性を考慮して時刻歴応答解析を行った結果，ねじれモードが励起されることを確認した．

4層曲げせん断型試験体のQ–Δ共振実験

甲斐凌平，小檜山雅之

日本地震工学会・大会－2022 (北海道大学) ,

2022.12

Oral presentation (general), 日本地震工学会

塔上比が大きく曲げ変形が卓越する建物に関し，幾何学的非線形性に起因するねじれモードの内部共振現象であるQ–Δ共振の特性を分析するため，縮小試験体を設計・製作し振動台実験を行った．その結果，Q–Δ共振条件を満たす場合にねじれ応答が大きくなることを確認した．また，塔上比がより小さく曲げ変形が生じにくい試験体とのねじれ応答の比較を行った結果，前者の方がねじれ応答のピークが急峻になることが確認された．

Evaluation of Torsional Response of a Single-Story Bending-Shear Type Non-Eccentric Building Induced by Q–Δ Effect

KAI Ryohei, MAKI Shiori, KOHIYAMA Masayuki

Annual Meeting of Architectural Institute of Japan (Hokkaido University of Science and online) ,

2022.09

Oral presentation (general), Architectural Institute of Japan

Transfer Learning Method for Deep Neural Network to Improve the Accuracy of Damage Pattern Identification in a Wooden Building

HIRAOKA Enon, KOHIYAMA Masayuki, YAMASHITA Takuzo

Annual Meeting of Architectural Institute of Japan (Hokkaido University of Science and online) ,

2022.09

Oral presentation (general), Architectural Institute of Japan

Global Sensitivity Analysis of Wooden Building Based on Polynomial Chaos Expansion Considering Uncertainty in Material Property

Rikuto Mizobuchi and Masayuki Kohiyama

15th World Congress on Computational Mechanics (WCCM-XV) & 8th Asian Pacific Congress on Computational Mechanics (APCOM-VIII) (Yokohama, Japan Virtual) ,

2022.07

2022.08

Oral presentation (general), International Association for Computational Mechanics (IACM) and the Japan Society for Computational Engineering and Science (JSCES)

Structural health monitoring (SHM) is useful for quick and efficient damage recognition of a building under seismic excitation. It has the potential to replace the emergency safety evaluation, which is conducted after major earthquakes in purpose to prevent a secondary disaster from aftershocks. SHM systems are popular for large-scale civil structures in the world, but their application to low-rise buildings such as wooden houses are still limited.
One of the challenges in predicting the response of a wooden structure is that the effect of variance in its material property is considerably significant. To solve this problem, we propose a method using global sensitivity analysis with Sobol’ indices based on polynomial chaos expansion (PCE) to find dependent parameters. By considering only material parameters with a high impact on the variability of the quality of interest, we can reduce computational cost in time history response analyses. PCE is a popular technique in the field of uncertainty quantification, which enables us to model the response of a dynamical system with uncertainty. PCE is also known to be highly compatible with global sensitivity analysis, which allows to identify the dependent input variables that contribute most to the variability of the computational model response.
Based on the results of a full-scale three-story wooden building experiments and its member experiments conducted by E-Defense of National Research Institute for Earth Science and Disaster Resilience, we performed three-dimensional structural response analyses of a model of the specimen using a numerical collapsing simulation program, wallstat. As input ground motions, we used design ground motion specified by the Building Standard Law with an amplification factor of 120%. Multiple models were prepared with a varied value of material properties to consider the epistemic uncertainty. As a result, the sensitivity analysis clarified that the variance of Young's modulus in columns and beams had a major contribution to the variance of the maximum inter-story drift angle of the model.

Damage Recognition of Wooden House Using Deep Neural Network Trained with Simulated Responses Considering Epistemic Uncertainty

Masayuki Kohiyama, Takuma Kumagai and Takuzo Yamashita

15th World Congress on Computational Mechanics (WCCM-XV) & 8th Asian Pacific Congress on Computational Mechanics (APCOM-VIII) (Yokohama, Japan Virtual) ,

2022.07

2022.08

Oral presentation (invited, special), International Association for Computational Mechanics (IACM) and the Japan Society for Computational Engineering and Science (JSCES)

The Data Science Working Group of the Numerical Shaking Table Committee of the National Research Institute for Earth Science and Disaster Resilience is working on the development of structural health monitoring technology using artificial intelligence.
In the 2016 Kumamoto earthquakes, some residents returned to their wooden houses that had been severely damaged by the strong ground motion, and the houses collapsed due to the following main shock causing human casualties. This kind of disaster should be reduced if they could understand the remaining performance of the house using a structural health monitoring system.
Deep neural networks have been reported to achieve high accuracy in various fields in pattern recognition and evaluation of regression equations with a large amount of training data. The authors have also taken the same approach of preparing big data for training by conducting time history response analysis with many input earthquake motions and damage patterns in advance.
However, the stiffness and strength of the members assumed at the design stage do not necessarily match the actual values of the completed building. Epistemic uncertainty exists, and it is desirable to recognize damage patterns and evaluate residual performance with features that are robust to such variations.
In this study, we propose a method of generating training data with variability based on the results of elemental experiments conducted in conjunction with full-scale wooden building experiments in the E-Defense experiment, and constructing training data by providing input seismic motions of appropriate intensity so that the number of training data with and without damage is balanced.

Construction of a Damage Classifier for a Wooden Building Using Sensitivity Analysis with Polynomial Chaos Expansion

Rikuto MIZOBUCHI and Masayuki KOHIYAMA

The 51st Symposium Reliability, Maintainability and Safety (Online (Union of Japanese Scientists and Engineers, Higashi Koenji Bldg., Tokyo)) ,

2022.07

Oral presentation (general), Union of Japanese Scientists and Engineers

Structural health monitoring is effective for quick and efficient recognition of earthquake damage to a building. However, its applications to wooden buildings are still limited. One of the challenges in predicting the response of a wooden building is that the variance in its material property considerably affect its response. To handle this characteristic, we propose a method using global sensitivity analysis based on polynomial chaos expansion to select dominant material parameters in the variability of a quantity of interest. The method enables us to reduce the computational cost in multiple time-history response analysis, which is necessary to construct a damage classifier that takes the variance of material property into account by machine learning.

Linear Quadratic Regulator Design for a Seismic Control System to Minimize Recovery Time of Medical Facility

Masayuki Kohiyama and Akiho Kitatani

8th World Conference on Structural Control and Monitoring (8WCSCM) (Orlando, Florida (hybrid conference)) ,

2022.06

Oral presentation (general), The International Association for Structural Control and Monitoring (IASCM)

This study investigates the design of a linear quadratic regulator (LQR) for a seismic control device to improve the resilience of a medical facility. The functionality of a medical facility is quantified based on a fault tree. A frame-work to evaluate the recovery curve of a medical facility is constructed based on the fault tree and recovery-time probability models for damaged medical devices. Furthermore, the approach to design parameters for an LQR control system is investigated to minimize the time required to recover up to the de-fined functionality level after the onset of an earthquake. A case analysis is conducted using a model of a ten-story hospital building with a control device installed on its top floor, and the resulting expected recovery time is evaluated. It was confirmed that the proposed method could reduce the recovery time even for the different input ground motion from that used in a design stage.

離散直交基底S変換のランダム位相スペクトログラムによる模擬地震動生成の妥当性の検討

小山裕輝，小檜山雅之

日本地震工学会・大会－2021 (オンライン開催) ,

2021.11

2021.12

Oral presentation (general), 日本地震工学会

Experiment on Torsional Response of Symmetric Structure Induced by Q–Δ Resonance

Fumiya Mizutori, Hiroki Yokoyama, and Masayuki Kohiyama

The 17th World Conference on Earthquake Engineering (17WCEE) (Sendai) ,

2021.09

2021.10

Poster presentation, Japan Association for Earthquake Engineering

How to Popularize Resilience Index and BCP Levels of Buildings: AIJ Proposal

Kei Horie, Izuru Takewaki, Takayuki Hayashi, Kazuaki Torisawa, and Masayuki Kohiyama

The 17th World Conference on Earthquake Engineering (17WCEE) (Sendai) ,

2021.09

2021.10

Poster presentation, Japan Association for Earthquake Engineering

Evaluation of Torsional Response of Super High-Rise Buildings Induced by Q–Δ Resonance Using Single- and Double-Layer Models

MAKI Shiori, KOHIYAMA Masayuki

Annual Meeting of Architectural Institute of Japan (Online) ,

2021.09

Oral presentation (general), Architectural Institute of Japan

LQR Control Design Scheme for a Seismic Response Control Device for Improving the Resilience of a Medical Facility

KOHIYAMA Masayuki, WAKABAYASHI Kento, TAKAHASHI Kento

Annual Meeting of Architectural Institute of Japan (Online) ,

2021.09

Oral presentation (general), Architectural Institute of Japan

Fundamental Study on Q-Δ Resonance of Super High-Rise Building with Twin Towers

ANAMIZU Ryosuke, KOHIYAMA Masayuki,

Annual Meeting of Architectural Institute of Japan (Online) ,

2021.09

Other, Architectural Institute of Japan

Fundamental Study on Transfer Learning for Deep Neural Network to Classify Damage Patterns of a Wooden Building

KUMAGAI Takuma, MOGI Chisa, KOHIYAMA Masayuki, YAMASHITA Takuzo

Annual Meeting of Architectural Institute of Japan (Online) ,

2021.09

Oral presentation (general), Architectural Institute of Japan

「レジリエント建築」で実現する持続可能な都市と社会

小檜山雅之

第50回信頼性・保全性・安全性シンポジウム (オンライン開催) ,

2021.06

Oral presentation (invited, special), 一般財団法人日本科学技術連盟

ねじれ２次モードのＱ—Δ共振の検証実験と有限要素モデルによる再現解析

穴水亮輔，水鳥文哉，小檜山雅之

日本地震工学会・大会－2020 (オンライン開催) ,

2020.12

Oral presentation (general)

Interpretation of Deep Neural Network for Damage Pattern Classification Using Phase Plane

Kumagai, T., Kohiyama, M., Yamashita, T.

7th Asian-Pacific Symposium on Structural Reliability and Its Applications (APSSRA2020) (The University of Tokyo (online conference)) ,

2020.10

Oral presentation (general)

The author’s research group has proposed a damage pattern classification method using a deep neural network (DNN) for monitoring the structural health of a building. We aimed to make the DNN for damage pattern classification, more accountable using the “interpretation” and “explanation” methods. We proposed generating input data that maximize the classification probability of each damage pattern, called a prototype, and drew a trajectory on a two-dimensional phase plane of appropriately selected state variables with color information on the degree of influence on the classification. We applied the proposed method to DNNs for damage classification of a wooden structure and a steel frame. The acceleration–velocity plane provided useful information about the mechanical characteristics of the DNN used in the damage pattern classification, and we thus demonstrated the effectiveness of the proposed method.

Wireless Seismic Response Control of an Instrument with Casters Based on Reinforced Learning Considering Stochastic Models of Computer Vision

Wakabayashi, K., Kohiyama, M., Eguchi, R., Takahashi, M.

7th Asian-Pacific Symposium on Structural Reliability and Its Applications (APSSRA2020) (The University of Tokyo (online conference)) ,

2020.10

Oral presentation (general)

We developed a computer-vision-based system to control the response of medical instruments with casters in a building subjected to earthquake excitation. The controller employed a neural network, and reinforced learning based on the dynamic simulations of a controlled instrument under building floor motion was conducted. In the dynamic simulations, we used the Open Dynamics Engine, which is a simulator library of three-dimensional rigid body dynamics and introduced a friction model to simulate the dynamic behavior of the casters. To accurately simulate the dynamic behavior of the controlled instrument, we considered the control delay of the proposed system and introduced stochastic models of errors to identify the displacement of the instrument using computer vision. To validate the proposed system, we performed dynamic simulations of a controlled instrument under building floor motion. It was revealed that the instrument response was significantly suppressed by introducing the stochastic model of errors in the training of NN. This result suggests the usefulness of stochastic models in enhancing the performance of reinforced learning based on dynamic simulations.

Experiment on Torsional Response of Symmetric Structure Induced by Q–Δ Resonance,

Mizutori, F., Yokoyama, H., Kohiyama, M.

17th World Conference on Earthquake Engineering (17WCEE) (Sendai, Japan) ,

2020.09

Oral presentation (general)

Study on Visual Interpretation and Explanation Method for Deep Neural Network to Classify Building Damage Patterns Based on Acceleration Response

KUMAGAI Takuma, KOHIYAMA Masayuki, YAMASHITA Takuzo

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan,

2020.07

Other, Architectural Institute of Japan

Validation Experiment of Torsional Response Induced by Q-Δ Resonance of a Single-Story Structure under White Noise Ground Motion

MIZUTORI Fumiya, KOHIYAMA Masayuki

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan,

2020.07

Other, Architectural Institute of Japan

Simulation of Horizontal Bidirectional Ground Motion Using Stochastic Green’s Function Method Considering Phase Similarity in Element Waves with Circular Distribution

KOYAMA Yuki, YOKOYAMA Haruka, KOHIYAMA Masayuki

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan,

2020.07

Other, Architectural Institute of Japan

Fundamental Study on Q-Δ Resonance Considering Second Mode in a Non-Eccentric Structure

ANAMIZU Ryosuke, MIZUTORI Fumiya, KOHIYAMA Masayuki

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan,

2020.07

Other, Architectural Institute of Japan

Finite element analysis of the Q‒Δ resonance in a two-story structure

Kohiyama, M., Anamizu, R., Mizutori, F.

3rd International Conference on Computational Engineering and Science for Safety and Environmental Problems (COMPSAFE2020),

2020.01

Oral presentation (general)

水平変位に直交する慣性力が誘発するねじれ応答の共振現象「Q-Δ共振」

小檜山雅之

日本建築学会近畿支部 (大阪科学技術センター) ,

2019.12

Public lecture, seminar, tutorial, course, or other speech, 日本建築学会近畿支部構造力学部会

建築構造シミュレーションと深層学習を用いた構造ヘルスモニタリング

小檜山雅之

日本地震工学会・大会－2019 (京都大学吉田キャンパス（京都府京都市）) ,

2019.09

Oral presentation (invited, special), Japan Association for Earthquake Engineering

国立研究開発法人防災科学技術研究所では開発中のシミュレーションシステム「数値震動台」を建築物の構造ヘルスモニタリングに活用するための研究を行っている．対象建物について複数の損傷パターンを想定し，様々な入力地震動に対して地震応答解析を行うことで，深層ニューラルネットワークの訓練データを多量に生成することができる．本報告では鋼構造骨組の振動台実験結果を用いて学習を行い，深層ニューラルネットワークの損傷パターン判別精度を検討した結果を紹介する．また，未学習の損傷パターンに対する誤判定を防ぐため，新たに開発した未学習パターンデータ検知法も紹介する．

統計的グリーン関数法における要素地震波の巻き込み正規分布を用いた位相類似性モデル

横山春果，小檜山雅之

日本地震工学会・大会－2019 (京都大学吉田キャンパス（京都府京都市）) ,

2019.09

Poster presentation, Japan Association for Earthquake Engineering

2016年熊本地震の余震記録を用いて震源が近接したペアを作成し、フーリエ振幅平均値とフーリエ位相差の関係を巻き込み正規分布を用いてモデル化した。次にフーリエ振幅平均値から巻き込み正規分布のパラメータを予測する回帰式を求め、その回帰係数と震源間距離と震源距離の回帰式を導き、要素地震の位相の設定方法を提案した。提案した位相モデル、ランダム位相モデル、コヒーレント位相モデルの3つの模擬地震動と実観測記録の加速度応答スペクトルのRMS誤差を比較し、提案モデルが他の2つモデルに比べ誤差が小さいことを確認した。

Seismic Response Control of Instrument with Casters Using Computer Vision Based on Dynamic Analysis Considering Friction

Yousuke KAWANISHI, Kento WAKABAYASHI, and Masayuki KOHIYAMA

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan (金沢工業大学扇が丘キャンパス（石川県野々市市）) ,

2019.09

Oral presentation (general), Architectural Institute of Japan

Shaking Table Experiment of Torsional Response Induced by Inertia Force Perpendicular to Horizontal Displacement

Fumiya MIZUTORI, Hiroki YOKOYAMA, and Masayuki KOHIYAMA

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan (金沢工業大学扇が丘キャンパス（石川県野々市市）) ,

2019.09

Oral presentation (general), Architectural Institute of Japan

Detection of Unlearned Pattern Using Support Vector Machine in Classification of Damage Patterns Based on Deep Neural Network

Masayuki KOHIYAMA, Kazuya OKA, and Takuzo YAMASHITA

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan (金沢工業大学扇が丘キャンパス（石川県野々市市）) ,

2019.09

Oral presentation (general), Architectural Institute of Japan

Optimization Framework for Terrorist-Attack-Resilient Building Design

Lucas VINCENT，Masayuki KOHIYAMA, and Taiki SAITO

Safety Engineering Symposium 2019 (日本学術会議（東京都港区）) ,

2019.07

Oral presentation (general)

ガウス性白色雑音地動に伴う水平変位に直交する慣性力が誘発するねじれ応答の確率分布に関する基礎的検討

Hiroki YOKOYAMA and Masayuki KOHIYAMA

第89回日本建築学会関東支部研究発表会 (Chiyoda-ku, Tokyo) ,

2019.03

Oral presentation (general), 日本建築学会関東支部

統計的グリーン関数法の要素地震波間の類似性をベータ関数で表した位相差モデル

Hajime IWAI, Haruka YOKOYAMA, and Masayuki KOHIYAMA

第89回日本建築学会関東支部研究発表会 (Chiyoda-ku, Tokyo) ,

2019.03

Oral presentation (general), 日本建築学会関東支部

k近傍法とウェルチのt検定を用いた未学習損傷パターンデータの検知

Motoki FUTEMMA, Kazuya OKA, and Masayuki KOHIYAMA

第89回日本建築学会関東支部研究発表会 (Chiyoda-ku, Tokyo) ,

2019.03

Oral presentation (general), 日本建築学会関東支部

Polynomial Control of Semi-Active Oil Damper for Functional Maintenance of Equipment

Yosuke KAWANISHI , Fumito NAKAMICHI, and Masayuki KOHIYAMA

15th Japanese Earthquake Engineering Symposium (Sendai, Japan) ,

2018.12

Oral presentation (general), Japan Association for Earthquake Engineering

In controlling a seismic isolation floor in a building during an earthquake, it is important to reduce not only the acceleration of the equipment on the isolation floor but also the relative displacement of the isolation floor to the placing building floor. In this research, to reduce the response of the equipment on the isolation floor, we investigate the effectiveness of a distributed polynomial control of a semi-active damper for an isolation floor. In a design of the control the total sum of kinetic energy and elastic potential energy is minimized, which are calculated using the relative velocity and relative displacement of an isolation floor as a cost function, and the state variables of the equipment are measured by the local sensor. We compared the performances of the proposed distributed polynomial control and a distributed linear-quadratic-Gaussian (LQG) control by conducting numerical simulation and shaking table experiment. As a result, we observed that the proposed control could reduce the absolute acceleration and relative displacement response of an isolated floor more than the distributed LQG control.

Models of Horizontal Components for Synthesized Wave Using the Stochastic Green's Function Method Considering Dominant Direction

Haruka YOKOYAMA and Masayuki KOHIYAMA

15th Japanese Earthquake Engineering Symposium (Sendai, Japan) ,

2018.12

Poster presentation, Japan Association for Earthquake Engineering

In order to synthesize simulated ground motion more properly, we propose models of horizontal components for synthesized wave using the stochastic Green’s function method considering dominant direction. By using aftershock records of the 2011 off the Pacific coast of Tohoku Earthquake, we calculate the mean square value of acceleration and search for the dominant directions. Then, we adopt directions with small angel difference, strike and orthogonal directions, as two directions for the model. In the same manner as Pao and Kawase (2007), optimum values of the duration time and the peak time are obtained by fitting an envelope to the section maximum values of acceleration, and we derive regression equations to estimate the duration time and the peak time, which are parameters of the Boore’s envelope function, using magnitude and hypocentral distance.

Fundamental Study on Torsional Response of High-Rise Buildings Induced by Inertial Force Perpendicular to Horizontal Displacement

Hiroki YOKOYAMA and Masayuki KOHIYAMA

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan (東北大学川内北キャンパス（宮城県仙台市）) ,

2018.09

Oral presentation (general), Architectural Institute of Japan

Detection Method of Unlearned Pattern Data of Deep Neural Network to Identify Damaged Brace Pattern of a Steel Frame

Kazuya OKA, Kenta WATANABE, Masayuki KOHIYAMA, and Takuzo YAMASHITA

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan (東北大学川内北キャンパス（宮城県仙台市）) ,

2018.09

Oral presentation (general), Architectural Institute of Japan

Design and Experiment of Inter-Story Tuned Mass Damper to Reduce Story Deformation

Masayuki KOHIYAMA and Masashi OMURA

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan (東北大学川内北キャンパス（宮城県仙台市）) ,

2018.09

Oral presentation (general), Architectural Institute of Japan

A Fundamental Study on Damage Detection Based on Deep Learning Using Data Obtained from Shake Table Tests of a Steel Frame

Kazuya Oka, Kenta Watanabe, Masayuki Kohiyama, Takuzo Yamashita, Kazutoshi Matsuzaki, and Yuji Mori

13th World Congress on Computational Mechanics (WCCM XIII) and 2nd Pan American Congress on Computational Mechanics (PANACM II) (New York, NY, USA) ,

2018.07

Oral presentation (general), The International Association for Computational Mechanics (IACM)

To employ neural networks in structural health monitoring, a large volume of training data is required. The data can be obtained by a generative learning method based on high-precision simulation of seismic responses. We investigate appropriate machine learning parameters such as the numbers of layer nodes in a deep neural network and the number of epochs for training. Response records measured in shaking table tests of a steel frame structure are used as training, validation, and test data. Our results show that response data of only the translational component can achieve high accuracy of damage pattern classification. Regarding the length of response data, clear difference is not observed in two durations of 1 s and 2 s. We propose a method to detect unlearned damage pattern data using the Mahalanobis distance.

Seismic Response Control for Equipment with Casters Using Switching Wheel Lock Conditions

Yosuke Kawanishi, Masayuki Kohiyama

13th World Congress on Computational Mechanics (WCCM XIII) and 2nd Pan American Congress on Computational Mechanics (PANACM II) (New York, NY, USA) ,

2018.07

Oral presentation (general), The International Association for Computational Mechanics (IACM)

When an earthquake occurs, the people in and/or contents of buildings may suffer damage due to the sliding or overturning of furniture and equipment or the falling of objects even if the structure of the building experiences no damage. In this study, using numerical analyses, we investigate a model of effective equipment caster wheel control to reduce damage caused by the moving and overturning of equipment during earthquakes and propose a control method to switch the lock and free conditions of the caster wheel. In the numerical analyses, a simulator library of three-dimensional rigid body dynamics is used and two-direction earthquake ground motion is input into a model of a 10-story steel frame building. The horizontal displacement and the falling down of the equipment model are expressed depending on the caster lock condition.

深層学習を用いた鋼構造骨組の損傷ブレース部材の推定

Takuzo Yamashita, Masayuki Kohiyama, Kenta Watanabe, Kazutoshi Matsuzaki, and Yuji Mori

第23回計算工学講演会 (ウインクあいち（愛知県名古屋市）) ,

2018.06

Oral presentation (general), 日本計算工学会

建築構造シミュレーションの利活用研究－ＡＩを用いた構造ヘルスモニタリング－

Masayuki KOHIYAMA

最先端の構造シミュレーション技術が拓く地震防災研究のこれから－数値震動台プロジェクト成果発表会－ (日本建築学会建築会館ホール（東京都港区）) ,

2018.03

Oral presentation (invited, special), 国立研究開発法人防災科学技術研究所

数値解析を用いた２階建て木造建物の一構面の耐力における上下階壁配置の影響分析

Natsuo KAWAMURA, Kazuya OKA, and Masayuki KOHIYAMA

第88回日本建築学会関東支部研究発表会 (Chiyoda-ku, Tokyo) ,

2018.03

Oral presentation (general), 日本建築学会関東支部

セミアクティブ免震システムの構造パラメータの同定と地震リスク解析に基づいたLQG制御ゲインの更新

大村真史，小檜山雅之，髙橋正樹，吉田治，中塚光一

日本地震工学会大会－2017 (東京大学生産技術研究所（東京都目黒区）) ,

2017.11

Poster presentation, 日本地震工学会

統計的グリーン関数法における隣接する要素断層地震の位相類似性に関する2016年熊本地震の余記録を用いた分析

青海美沙希，小檜山雅之

日本地震工学会大会－2017 (東京大学生産技術研究所（東京都目黒区）) ,

2017.11

Poster presentation, 日本地震工学会

A Survey on the Consideration of Community Formation in and around Disaster Public Housing in Tohoku Earthquake Disaster Areas

Aoi SUNOUCHI, Masayuki KOHIYAMA

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan (広島工業大学（広島県広島市）) ,

2017.09

Oral presentation (general), Architectural Institute of Japan

Effects of Torsional Vibration Caused by Eccentrically-Located Mass in Wooden Housing under Strong Ground Motion

Kazuya OKA and Masayuki KOHIYAMA

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan (広島工業大学（広島県広島市）) ,

2017.09

Oral presentation (general), Architectural Institute of Japan

Fundamental study on damage detection based on neural network using the data of shaking table experiment of a scaled steel structure

Kenta WATANABE, Masayuki KOHIYAMA, Yakuzo YAMASHITA, and Tomohiro SASAKI

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan (広島工業大学（広島県広島市）) ,

2017.09

Oral presentation (general), Architectural Institute of Japan

Proposal of Indices of Earthquake-induced Fire Damage for Risk Communication to Solve a Vacant House Problem

Yosuke KAWANISHI and Masayuki KOHIYAMA

Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan (広島工業大学（広島県広島市）) ,

2017.09

Oral presentation (general), Architectural Institute of Japan

Nonlinear damping based semi-active building isolation system – an experimental study

Yunpeng Zhu, Zi-Qiang Lang, and Masayuki Kohiyama

United Kingdom Automatic Control Council (2017 UKACC), 2017 PhD Showcase (The Vox Centre, Birmingham, UK) ,

2017.06

Oral presentation (general), United Kingdom Automatic Control Council

制振構造の目標性能の説明―天井と家具・什器の観点から

KOHIYAMA MASAYUKI

シンポジウム制振構造の性能評価と大振幅地震動に対する挙動 (読売理工医療福祉専門学校（東京都港区）) ,

2017.03

Symposium, workshop panel (nominated), 日本建築学会構造委員会振動運営委員会建物の振動制御性能評価小委員会

岩手県と宮城県の東日本大震災被災者へのアンケート調査データに基づく生活復興感の構造分析

Tomomi HANADA, Maki DAN, and Masayuki KOHIYAMA

第87回日本建築学会関東支部研究発表会 (Chiyoda-ku, Tokyo) ,

2017.02

Other, 日本建築学会関東支部

東日本大震災の教訓を踏まえた建築・まちづくり

KOHIYAMA MASAYUKI

東日本大震災合同調査報告・総集編刊行記念シンポジウム (建築会館ホール（東京都港区）) ,

2016.12

Symposium, workshop panel (nominated), 東日本大震災合同調査報告書編集委員会（地盤工学会、土木学会、日本機械学会、日本建築学会、日本原子力学会、日本地震学会、日本地震工学会、日本都市計画学会）

コンクリート圧縮破壊を考慮した拡張DP材料構成則における破壊パラメータに関する検討

田川浩之，大崎純，山下拓三，宮村倫司，小檜山雅之

日本建築学会大会学術講演梗概集（九州） (福岡大学七隈キャンパス（福岡県福岡市）) ,

2016.08

Oral presentation (general), Architectural Institute of Japan

高減衰ゴム免震支承の構造・熱伝導連成解析に関する検討

宮村倫司，大崎純，山下拓三，山本雅史，小檜山雅之

日本建築学会大会学術講演梗概集（九州） (福岡大学七隈キャンパス（福岡県福岡市）) ,

2016.08

Oral presentation (general), Architectural Institute of Japan

非対称な形状の積載物の応答を抑制する非対称な剛性・減衰の免震台の設計

渡邉健太，小檜山雅之

日本建築学会大会学術講演梗概集（九州） (福岡大学七隈キャンパス（福岡県福岡市）) ,

2016.08

Oral presentation (general), Architectural Institute of Japan

Coupled Structural and Heat Conduction Analysis of Laminated High Damping Rubber Bearing for Building Frame

Miyamura, T., Ohsaki, M., Yamashita, T., and Kohiyama, M.

The 12th World Congress on Computational Mechanics and the 6th Asia-Pacific Congress on Computational Mechanics (WCCM XII & APCOM VI) (Seoul, Republic of Korea) ,

2016.07

Oral presentation (general), The International Association for Computational Mechanics (IACM) and the Korean Society for Computational Mechanics (KSCM)

Seismic Response Analysis of a Medium-Rise Reinforced Concrete Building Using a Detailed Finite Element Model

Yamashita, T., Miyamura, T., Ohsaki, M., Tagawa, H., and Kohiyama, M.

The 12th World Congress on Computational Mechanics and the 6th Asia-Pacific Congress on Computational Mechanics (WCCM XII & APCOM VI) (Seoul, Republic of Korea) ,

2016.07

Oral presentation (general), The International Association for Computational Mechanics (IACM) and the Korean Society for Computational Mechanics (KSCM)

Detailed Finite Element Analysis of Concrete-Filled-Tube Column using E-Simulator with Extended Drucker-Prager Model considering Tension Crack and Compressive Damage in Concrete

Tagawa, H., Ohsaki, M., Yamashita, T., Miyamura, T., and Kohiyama, M.

The 12th World Congress on Computational Mechanics and the 6th Asia-Pacific Congress on Computational Mechanics (WCCM XII & APCOM VI) (Seoul, Republic of Korea) ,

2016.07

Oral presentation (general), The International Association for Computational Mechanics (IACM) and the Korean Society for Computational Mechanics (KSCM)

E-Simulatorによる引張ひび割れと圧縮破壊を考慮した拡張DP材料構成則を用いたCFT柱の詳細有限要素解析

Hiroyuki Tagawa, Makoto Ohsaki, Takuzo Yamashita, Tomoshi Miyamura, and Masayuki Kohiyama

第21回計算工学講演会 (朱鷺メッセ：新潟コンベンションセンター（新潟県新潟市）) ,

2016.06

Oral presentation (general), 日本計算工学会

吊元の応答加速度を地震動指標として用いた天井被害関数

Masayuki KOHIYAMA

第86回日本建築学会関東支部研究発表会 (Chiyoda-ku, Tokyo) ,

2016.03

Oral presentation (general), 日本建築学会関東支部

いわき市における統計データとアンケート調査データに基づく東日本大震災被災者の生活復興感の構造分析

Daisaku NISHIYAMA, Maki DAN, and Masayuki KOHIYAMA

第86回日本建築学会関東支部研究発表会 (Chiyoda-ku, Tokyo) ,

2016.03

Oral presentation (general), 日本建築学会関東支部

震源断層位置の不確定性を考慮した断層近傍の木造建物の地震リスク

中原悠智，小檜山雅之

日本地震工学会大会－2015 (東京大学生産技術研究所（東京都目黒区）) ,

2015.11

Poster presentation, 日本地震工学会

Improvement of Performance Objectives for a Semi Actively Controlled Base-Isolated Building

Kohiyama, M. and Wakayama, S.

Collaborative Conference on Earthquake Science and Engineering (CCESE 2015) (Chengdu, China) ,

2015.09

Oral presentation (invited, special)

We compared the damage occurrence probabilities for two control designs, specifically, 1) minimizing the response to the design ground motions having a particular level of ground motion intensity (the conventional approach) and 2) minimizing the probability of damage occurrence (the proposed approach). The damage occurrence probability is calculated using a seismic hazard curve and a fragility curve. The fragility curves for the above two control designs were formulated based on the time-history response analysis using design ground motions with a wide range of ground motion intensities. As a result, while the former probability was 0.55% (the conventional approach), the latter probability was 0.44% (the proposed approach) thus clearly showing the improved performance. In addition, we confirmed that the proposed approach produces a smaller probability even when the structural parameters are changed from the initial design values.

鋼構造骨組の実大震動台実験の多点計測データを用いたE-Simulatorによる解析結果の詳細分析

山下拓三，宮村倫司，大崎純，小檜山雅之

日本建築学会大会学術講演梗概集（関東） (東海大学湘南キャンパス（神奈川県平塚市）) ,

2015.09

Oral presentation (general), Architectural Institute of Japan

RC骨組建物のソリッド要素による詳細有限要素モデルの構築

Takuzo Yamashita, Tomoshi Miyamura, Makoto Ohsaki, Hiroyuki Tagawa, and Masayuki Kohiyama

第20回計算工学講演会 (つくば国際会議場（茨城県つくば市）) ,

2015.06

Oral presentation (general), 日本計算工学会

Seismic design of non-structural components in a building in Japan: Who should take the initiative in practice?

Kohiyama, M.

International Forum on Engineering Decision Making, Eighth Forum: Decision-Making Beyond the Engineering Community (IFED 2015) (Hieizan Enryakuji Kaikan, Otsu, Shiga, Japan) ,

2015.05

Oral presentation (general)

In design of buildings, structural engineers take care of principal structural components. Through the experiences of earthquake disasters, the design techniques and regulations for these principal components have been improved to a certain level. On the other hand, non-structural components have not been considered well although the damage risk and threat to occupant’s life have been pointed out for long time. The seismic safety of ceilings, piping, and escalators are supposed to be secured by architects, equipment engineers, and mechanical engineers, respectively. Unfortunately, falling non-structural components caused a considerable number of casualties in the 2011 Tohoku earthquake. Consequently, regulations for ceilings of large-span buildings and escalators have been amended. However, there was no major revision in the fundamental regulation for non-structural components. This regulation sometimes fails to consider the resonance effect between a building and a non-structural component with similar natural periods. To achieve the comprehensive seismic safety of buildings, we have to discuss and address a problem of vertical division system in a building design.

これからの住まい・まちづくりに求められる情報とは―新しい居住スタイルと住宅業界の動向の観点から

永井ゆかり，藤井繁子，小檜山雅之

住まい・まちづくり支援建築会議全体会議シンポジウム「新しい居住スタイルと新しい住情報」 (日本建築学会会議室（東京都港区）) ,

2015.03

Symposium, workshop panel (nominated), 日本建築学会

建築物の地震リスクコミュニケーション

小檜山雅之

「建物所有者と専門家の災害・被害についての認識の違いの把握に関する基礎的研究」研究会 (株式会社安藤・間　赤坂本社（東京都港区）) ,

2015.03

Public lecture, seminar, tutorial, course, or other speech, 建築研究開発コンソーシアム

改定の主旨、1章総則、2章荷重の組合せ、9章土圧および水圧

Masayuki KOHIYAMA

2014年度日本建築学会支部共通事業「建築物荷重指針」改定講習会 (高知会館平安の間（高知市）) ,

2015.03

Public lecture, seminar, tutorial, course, or other speech, 日本建築学会

いわき市の災害公営住宅と周辺地区での聞き取り調査に基づくコミュニティの再建に向けた提案

Akiko CHIBA and Masayuki KOHIYAMA

第85回日本建築学会関東支部研究発表会 (Chiyoda-ku, Tokyo) ,

2015.03

Oral presentation (general), 日本建築学会関東支部

建物・免震装置の協調制御手法の開発に向けた連成系モデルの構築

Minato SHUMUTA and Masayuki KOHIYAMA

第85回日本建築学会関東支部研究発表会 (Chiyoda-ku, Tokyo) ,

2015.03

Oral presentation (general), 日本建築学会関東支部

耐震補強促進のための消火可能確率に基づく街路網安全性指標

Nozomi TAKAHASHI and Masayuki KOHIYAMA

第85回日本建築学会関東支部研究発表会 (Chiyoda-ku, Tokyo) ,

2015.03

Oral presentation (general), 日本建築学会関東支部

改定の主旨、1章総則、2章荷重の組合せ

Masayuki KOHIYAMA

2014年度日本建築学会支部共通事業「建築物荷重指針」改定講習会 (砂防会館別館（東京都千代田区）) ,

2015.02

Public lecture, seminar, tutorial, course, or other speech, 日本建築学会

Design of Control Parameter of Sliding Mode Control Reducing Damage Probability of Semi-Actively Controlled Base-Isolated Building

Shizuka WAKAYAMA and Masayuki KOHIYAMA

14th Japanese Earthquake Engineering Symposium (Chiba, Japan) ,

2014.12

Oral presentation (general), Japan Association for Earthquake Engineering

A sliding mode control is one of control methods with superior robustness against structural parameter change and uncertainty of a model. However, a sliding mode control requires multiple control parameters and a design method of these parameters has not been established. In this study, we propose a design procedure to determine the control parameters so as to minimize the damage probability in a certain service period of a building. A semi-actively controlled base-isolated building is studied and the damage probability based on the proposed design procedure is compared with that based on a conventional procedure that determines parameters to minimize the response under design input ground motion with a certain level of intensity.

Maximum Response Estimation of a Mid-Story Isolated Building Based on Complex Complete Quadratic Combination Method Considering Mode-Dependent Peak Factors

Yuji ISHIZAWA and Masayuki KOHIYAMA

第63回理論応用力学講演会 (東京工業大学大岡山キャンパス（東京都目黒区大岡山）) ,

2014.09

Oral presentation (general), 日本学術会議機械工学委員会・土木工学・建築学委員会合同IUTAM分科会

Many researchers have investigated the vibration characteristics of mid-story isolated buildings. However, a formula to estimate their maximum responses has still room for improvement. A complex complete quadratic combination method is reformed using mode-dependent peak factors. The response of a mid-story isolated building model under white noise ground motion is analyzed and it is confirmed that the reformed formula gives slightly larger, safer-side estimates in most cases.

震源断層と木造建物の位置関係が地震被害確率に及ぼす影響

中原悠智，渡邉拓，小檜山雅之

日本建築学会大会学術講演梗概集（近畿） (神戸大学（兵庫県神戸市）) ,

2014.09

Oral presentation (general), Architectural Institute of Japan

センサの信頼度に基づき観測値の欠落を補償するカルマンフィルタを用いた建物振動制御

田中翔，小檜山雅之

日本建築学会大会学術講演梗概集（近畿） (神戸大学（兵庫県神戸市）) ,

2014.09

Oral presentation (general), Architectural Institute of Japan

鋼構造骨組のE-Defense震動台実験の多点計測データとの比較によるE-Simulatorの妥当性確認

Takuzo Yamashita, Tomoshi Miyamura, Makoto Ohsaki, Masayuki Kohiyama, and Hiroyuki Tagawa

第19回計算工学講演会 (広島国際会議場（広島県広島市）) ,

2014.06

Oral presentation (general), 日本計算工学会

Finite-Element Analysis of Laminated Rubber Bearing of Building Frame under Seismic Excitation using E-Simulator

Makoto Ohsaki, Tomoshi Miyamura, Masayuki Kohiyama, Takuzo Yamashita, Masashi Yamamoto and Naohiro Nakamura

第19回計算工学講演会 (広島国際会議場（広島県広島市）) ,

2014.06

Oral presentation (general), 日本計算工学会

Finite element analysis is carried out for simultaneously investigating global displacement and local stress responses of laminated rubber bearings under earthquake excitation. Natural rubber bearings are attached at the base of a building frame. The frame members as well as the rubber bearings are discretized into hexahedral finite elements with more than 3 million degrees of freedom. It is shown that the incompressible and hardening properties of natural rubber can be accurately simulated, and the non-uniform deformation and stress distribution of rubber bearings under static and dynamic loads are successfully evaluated through a finite element analysis.

首都直下地震により予想される建物の被害について

Masayuki KOHIYAMA

第25回「まちづくり研修会」 (府中グリーンプラザ「けやきホール」) ,

2013.11

Oral presentation (keynote), 公益財団法人東京都都市づくり公社

メカニカル継手を有する屋内露出配管の施工誤差を考慮した数値解析モデル

小檜山雅之，木下郁，大沢雅之，川口忍

第10回日本地震工学会大会－2013 (東京・国立オリンピック記念青少年総合センター) ,

2013.11

Oral presentation (general), 日本地震工学会

建物の層間変形角応答の低減を目的としたスライディングモード制御の地震リスク評価に基づくパラメータ設計

井山愁哉，小檜山雅之

日本建築学会2014年度大会（北海道）学術講演会 (北海道大学（北海道札幌市）) ,

2013.09

Oral presentation (general), Architectural Institute of Japan

多分野をつなぐ性能設計

Masayuki KOHIYAMA

2013年度日本建築学会大会（北海道）構造部門（荷重）パネルディスカッション「建築物の性能設計・再考―想定外事象も踏まえて」 (北海道大学高等教育推進機構S2室) ,

2013.08

Symposium, workshop panel (nominated)

データセンターにおけるサーバーのフラジリティ評価に基づく建物制震の基礎的研究

伊藤孝紀，小檜山雅之

第62回理論応用力学講演会 (東京工業大学大岡山キャンパス（東京都目黒区大岡山）) ,

2013.03

Oral presentation (general), 日本学術会議機械工学委員会・土木工学・建築学委員会合同IUTAM分科会

大空間建築におけるベジエ曲面で記述された屋根構造の形状と制御系の同時最適化

段牧，小檜山雅之

第62回理論応用力学講演会 (東京工業大学大岡山キャンパス（東京都目黒区大岡山）) ,

2013.03

Oral presentation (general), 日本学術会議機械工学委員会・土木工学・建築学委員会合同IUTAM分科会

機能維持性を高めるための建物制振

KOHIYAMA MASAYUKI

日本機械学会機械力学・計測制御部門ダンピング研究会 (湘南工科大学（神奈川県藤沢市）) ,

2012.12

Oral presentation (invited, special), 日本機械学会機械力学・計測制御部門ダンピング研究会

ロの字型廊下の被験者実験によるロボットを用いた避難誘導の効果の検討

金子みなみ，小檜山雅之

日本地震工学会大会-2012 (東京・国立オリンピック記念青少年総合センター) ,

2012.11

Oral presentation (general), 日本地震工学会

LQGを用いた建物－エレベータ連成系の地震応答制御に関する振動台実験

渡邉啓介，三浦奈々子，小檜山雅之，高橋正樹

日本地震工学会大会-2012 (東京・国立オリンピック記念青少年総合センター) ,

2012.11

Oral presentation (general), 日本地震工学会

E-Simulatorによる実大4層鋼構造骨組の震動台実験の高精度有限要素解析

山下拓三，大崎純，宮村倫司，小檜山雅之，堀宗朗，秋葉博，梶原浩一

日本建築学会2012年度大会（東海）学術講演会 (名古屋大学（愛知県名古屋市）) ,

2012.09

Oral presentation (general), Architectural Institute of Japan

アンケート調査に基づく商業地域における地震時の避難行動を考慮したマルチエージェントシミュレーション

戸髙正義，小檜山雅之

日本建築学会2012年度大会（東海）学術講演会 (名古屋大学（愛知県名古屋市）) ,

2012.09

Oral presentation (general), Architectural Institute of Japan

PD制御アクティブブレースを有する多層建物の設計用応答スペクトルを考慮した構造・制御系の同時最適化

小檜山雅之，堀口知宏

日本建築学会2012年度大会（東海）学術講演会 (名古屋大学（愛知県名古屋市）) ,

2012.09

Oral presentation (general), Architectural Institute of Japan

建物-設備連成系に対する建物機能維持を目的とした建物AMDによる振動特性の異なる対象の制御

三浦奈々子，小檜山雅之

日本建築学会2012年度大会（東海）学術講演会 (名古屋大学（愛知県名古屋市）) ,

2012.09

Oral presentation (general), Architectural Institute of Japan

メカニカル継手を用いた屋内露出配管の建物応答波加振による耐震性能評価試験

大沢雅之，川口忍，小檜山雅之，

平成24年度空気調和・衛生工学会大会（札幌） (北海道大学（北海道札幌市）) ,

2012.09

Oral presentation (general), The Society of Heating, Air-Conditioning and Sanitary Engineers of Japan

実大実験に基づく継手の非線形応答を考慮した屋内露出配管の数値解析モデル

木下郁，小檜山雅之，大沢雅之，川口忍

平成24年度空気調和・衛生工学会大会（札幌） (北海道大学（北海道札幌市）) ,

2012.09

Oral presentation (general), The Society of Heating, Air-Conditioning and Sanitary Engineers of Japan

被験者実験によるロボットを用いた避難誘導の効果の検討

Minami KANEKO and Masayuki KOHIYAMA

第82回日本建築学会関東支部研究発表会 (Minato-ku, Tokyo) ,

2012.03

Oral presentation (general), 日本建築学会関東支部

東日本大震災における千葉市美浜区の戸建住宅の液状化被害に伴う住民の健康障害に関する調査

Keino, C., Kohiyama, M. and Sonobe, T.

日本地震工学会大会-2011 (東京・国立オリンピック記念青少年総合センター) ,

2011.11

Oral presentation (general), 日本地震工学会

Simultaneous Optimization of Structure and Robust Decentralized Sliding Mode Control to Reduce Inter-Story Drift and Acceleration Response

Giron, N. and Kohiyama, M.

日本地震工学会大会-2011 (東京・国立オリンピック記念青少年総合センター) ,

2011.11

Oral presentation (general), 日本地震工学会

リスク情報に基づくハードとソフトの地震防災対策で「想定外」を乗り越える

KOHIYAMA MASAYUKI

慶應義塾・横浜市・川崎市産学連携セミナー「しなやかさを備えた街づくり～その実現を目指して～」 (慶應義塾大学日吉キャンパス（神奈川県横浜市）) ,

2011.10

Oral presentation (invited, special), 慶應義塾・横浜市・川崎市

建物・スプリンクラ設備系の建物の階数に応じた3軸方向に対する振動モード解析

Kaoru KINOSHITA, Masayuki KOHIYAMA

第7回構造物の安全性・信頼性に関する国内シンポジウム（JCOSSAR2011） (日本学術会議（東京都港区）) ,

2011.10

Oral presentation (general), 第7回構造物の安全性・信頼性に関する国内シンポジウム（JCOSSAR2011）運営委員会

一軸震動台実験による屋内露出配管の耐震安全性の評価方法の検討

Yoshihiro ATARASHIYA, Nanako MIURA, Masayuki KOHIYAMA

第7回構造物の安全性・信頼性に関する国内シンポジウム（JCOSSAR2011） (日本学術会議（東京都港区）) ,

2011.10

Oral presentation (general), 第7回構造物の安全性・信頼性に関する国内シンポジウム（JCOSSAR2011）運営委員会

有限要素解析による屋内露出配管の一軸震動台実験のシミュレーション

Aoi NAKAKOMI, Yoshihiro ATARASHIYA, Masayuki KOHIYAMA

第7回構造物の安全性・信頼性に関する国内シンポジウム（JCOSSAR2011） (日本学術会議（東京都港区）) ,

2011.10

Oral presentation (general), 第7回構造物の安全性・信頼性に関する国内シンポジウム（JCOSSAR2011）運営委員会

建物の地震リスク評価におけるモンテカルロシミュレーションのサンプル数が精度に与える影響

Taku WATANABE, Masayuki KOHIYAMA

第7回構造物の安全性・信頼性に関する国内シンポジウム（JCOSSAR2011） (日本学術会議（東京都港区）) ,

2011.10

Oral presentation (general), 第7回構造物の安全性・信頼性に関する国内シンポジウム（JCOSSAR2011）運営委員会

曲げ実験・震動台実験による屋内露出配管の耐震安全性評価に関する基礎的研究

Nanako MIURA, Yoshihiro ATARASHIYA, Aoi NAKAKOMI, Masayuki KOHIYAMA

平成23年度空気調和・衛生工学会大会（名古屋） (名古屋大学東山キャンパス（愛知県名古屋市）) ,

2011.09

Oral presentation (general), The Society of Heating, Air-Conditioning and Sanitary Engineers of Japan

E-Simulator による合成梁の高精度コンポーネント解析

山下拓三，大崎純，宮村倫司，小檜山雅之，張景耀，堀宗朗，秋葉博，梶原浩一

日本建築学会2011年度大会（関東）学術講演会 (早稲田大学（東京都新宿区）) ,

2011.08

Oral presentation (general), Architectural Institute of Japan

E-Simulatorによる4層鋼構造骨組の仮想震動実験と骨組解析の比較

宮村倫司，磯部大吾郎，大崎純，小檜山雅之，堀宗朗，秋葉博，山下拓三，梶原浩一

日本建築学会2011年度大会（関東）学術講演会 (早稲田大学（東京都新宿区）) ,

2011.08

Oral presentation (general), Architectural Institute of Japan

地震動強さと建物応答に順応する可変ゲインを用いた超高層建物・エレベータ連成系の振動制御

三浦奈々子，小檜山雅之

日本建築学会2011年度大会（関東）学術講演会 (早稲田大学（東京都新宿区）) ,

2011.08

Oral presentation (general), Architectural Institute of Japan

最適レギュレータを用いた建物・エレベータロープの分散協調制御手法の比較

吉田美奈子，小檜山雅之，高橋正樹

日本建築学会2011年度大会（関東）学術講演会 (早稲田大学（東京都新宿区）) ,

2011.08

Oral presentation (general), Architectural Institute of Japan

Disaster Risk Management and Communication in Architecture and Urban Design in Japan

Masayuki KOHIYAMA

Keio-Cornell University Joint Seminar (Yagami Campus, Keio University) ,

2011.06

Oral presentation (invited, special), Keio University and Cornell University

崩壊解析のための鋼構造骨組の高精度有限要素モデル

Miyamura, T., Ohsaki, M., Kohiyama, M., Zhang, J.-Y., Isobe, D., Akiba, H., Hori, M., Yamashita, T., and Kajiwara, K.

第16回日本計算工学講演会 (東京大学柏キャンパス（千葉県柏市）) ,

2011.05

Oral presentation (general), 日本計算工学会

地形効果を考慮した地域の地震被害簡易推定のための地盤の有限要素解析

Eriko TAKANO and Masayuki KOHIYAMA

第81回日本建築学会関東支部研究発表会 (Minato-ku, Tokyo) ,

2011.03

Oral presentation (general), 日本建築学会関東支部

有限要素法による不整形地盤の時刻歴応答解析を行い，地形効果を含む地震応答の簡易推定について検討した．その結果，以下の知見を得た．1) 地形の不整形性により，崖周辺での応答スペクトル分布が複雑になる．また，弾性解析と比較して非線形解析では，剛性低下に伴い減衰が大きくなることで加速度応答は小さくなる傾向がある．2) 不整形地盤による速度応答スペクトルの補正係数についてばらつきを含めて検討した．不整形性を考慮した場合，崖下では1次元解析と比較して過小評価するのに対し，崖上では応答が増大する．

建物・横引配管連成系の建物階数に応じた地震被害発生確率

Aoi NAKAKOMI, Masayuki KOHIYAMA

13th Japanese Earthquake Engineering Symposium (Tsukuba, Japan) ,

2010.11

Oral presentation (general), Japan Association for Earthquake Engineering

建物・横引配管連成系モデルを用い、地震時の被害発生確率について状態ベクトルの分散共分散行列の微分方程式に基づく信頼性評価解析により検討を行った。その結果、配管が共振現象を引き起こしやすい階数の建物では、配管系の被害発生確率が大きくなることが確認された。よって、これらの建物では共振現象を詳細に考慮した設計用震度を被害発生確率に基づき設けることで、より設備配管の被害を軽減できると思われる。

可変構造セミアクティブ免震システムの開発と適用その７地震観測記録のシミュレーション

長島一郎，欄木龍大，篠崎洋三，藤山淳司，北川良和，小檜山雅之

日本建築学会2010年度大会（北陸）学術講演会 (富山大学（富山市）) ,

2010.09

Oral presentation (general), Architectural Institute of Japan

設計用応答スペクトルに基づくせん断一自由度系建物モデルの構造系・制御系の同時最適化

堀口知宏，小檜山雅之

日本建築学会2010年度大会（北陸）学術講演会 (富山大学（富山市）) ,

2010.09

Oral presentation (general), Architectural Institute of Japan

避難安全性からみた住宅耐震補強の優先順位のエージェントシミュレーションに基づく確率的評価

前田紗季，小檜山雅之

日本建築学会2010年度大会（北陸）学術講演会 (富山大学（富山市）) ,

2010.09

Oral presentation (general), Architectural Institute of Japan

被害有無判定を目的とした地震動の到来確率を考慮した建物等価線形モデルに関する比較研究

三浦奈々子，新川友梨，小檜山雅之

日本建築学会2010年度大会（北陸）学術講演会 (富山大学（富山市）) ,

2010.09

Oral presentation (general), Architectural Institute of Japan

E-Simulatorによる鋼構造超高層骨組の仮想震動実験と骨組解析の比較

宮村倫司，磯部大吾郎, 小檜山雅之, 大崎純, 秋葉博, 堀宗朗, 梶原浩一, 井根達比古

日本建築学会2010年度大会（北陸）学術講演会 (富山大学（富山市）) ,

2010.09

Oral presentation (general), Architectural Institute of Japan

住まいづくりを支援するリスクコミュニケーション

KOHIYAMA MASAYUKI

日本建築学会第73回東北支部研究報告会 (東北芸術工科大学（山形県山形市）) ,

2010.06

Oral presentation (invited, special), 日本建築学会東北支部

Damage Evaluation of Reinforced Concrete Beam by Fractal Dimension of Response to Impact Excitation

Ozaki, M., Kawai, K. and Kohiyama, M.

第59回理論応用力学講演会 (日本学術会議（東京都港区六本木）) ,

2010.06

Oral presentation (general), 日本学術会議機械工学委員会・土木工学・建築学委員会合同IUTAM分科会

A reliable index is proposed to assess damage severity of a reinforced concrete (RC) beam based on an experiment. The index is fractal dimension of time-history of the fractal dimension of response waveform to impact excitation, which is calculated by the box counting method. The proposed index can evaluate damage level that requires repair with good accuracy. The finite element dynamic analysis shows the proposed index has a potential to evaluate damage level of an RC beam with a different boundary condition from the experiment.

打撃応答の二重フラクタル次元解析による鉄筋コンクリート梁の損傷評価

Kawai, K. and Kohiyama, M.

日本地震工学会大会-2009 (東京・国立オリンピック記念青少年総合センター) ,

2009.11

Oral presentation (general), 日本地震工学会

数値震動台プロトタイプによる鋼構造超高層骨組および4層骨組の仮想震動実験

宮村倫司, 大崎純, 小檜山雅之, 磯部大吾郎, 秋葉博, 堀宗朗, 梶原浩一, 井根達比古

日本建築学会2009年度大会（東北）学術講演会 (東北学院大学（仙台市）) ,

2009.08

Oral presentation (general), 日本建築学会

CCQC法を用いた建物・エレベーター連成非比例減衰系の地震被害リスク評価

北鉄也, 三井亜沙美, 小檜山雅之

日本建築学会2009年度大会（東北）学術講演会 (東北学院大学（仙台市）) ,

2009.08

Oral presentation (general), 日本建築学会

不均一地動を受ける木質１層建物の水平構面のせん断変形を考慮した地震応答

三浦奈々子, 小檜山雅之

日本建築学会2009年度大会（東北）学術講演会 (東北学院大学（仙台市）) ,

2009.08

Oral presentation (general), 日本建築学会

建物のフラジリティ評価

KOHIYAMA MASAYUKI

日本建築学会連続シンポジウム「建築リスク評価の基礎とその活用」 (建築会館（東京都港区）) ,

2009.06

Oral presentation (invited, special), 日本建築学会構造委員会荷重運営委員会確率・統計手法の工学利用小委員会

Topographic effect compensation factors of response spectrum for slope and hill of loam subsurface layer

Takano, E. and Kohiyama, M.

第58回理論応用力学講演会 (日本学術会議（東京都港区六本木）) ,

2009.06

Oral presentation (general), 日本学術会議機械工学委員会・土木工学・建築学委員会合同IUTAM分科会

To improve estimation accuracy of damage of buildings on irregular ground, amplification factors of response spectra is studied using 2-D ground model and compensation factors are proposed for 1-D ground model results. First, the 2-D models of a slope and a hill are constructed which are typical in a peripheral region of a loam plateau. Then, a Ricker wavelet with the central frequency of 2 Hz or 3 Hz and the maximum velocity 100 cm/s2 is input on engineering bedrock and nonlinear time history analysis is carried out. A response spectrum on ground surface is evaluated and compensation factors are calculated.

Seismic Response Control of a Building with Active Mass Damper Considering Sway of Elevator Rope, Part 2: Examination in Frequency Domain

Baba, T. and Kohiyama, M.

第58回理論応用力学講演会 (日本学術会議（東京都港区六本木）) ,

2009.06

Oral presentation (general), 日本学術会議機械工学委員会・土木工学・建築学委員会合同IUTAM分科会

Effective seismic response control of a building is studied to reduce sway of elevator rope. A building with elevator system controlled by active mass damper (AMD) is modeled, and the evaluation function of the optimum regulator is constructed in which story drift, absolute acceleration response and relative displacement between a building and elevator rope are considered. Result of examination in frequency domain revealed that frequency range exists where elevator rope sway widely though a building does not sway and the sway of the rope is reduced more effective by considering the rope. However, the response in a high frequency range should be carefully considered.

High-Precision Finite Element Analysis of Elastoplastic Seismic Responses of Steel Building Frames

Ohsaki, M., Miyamura, T., Kohiyama, M., Isobe, D., Akiba, H., Hori, M., Kajiwara, K., and Ine, T.

第14回計算工学講演会 (東京大学生産技術研究（東京都目黒区駒場）) ,

2009.05

Oral presentation (general), 日本計算工学会

The project of E-Simulator is under way at Hyogo Earthquake Engineering Research Center (E-Defense) that facilitates the world’s largest shaking table. The E-Simulator uses ADVC as a platform. In this study, we report the results of high-precision FE-analysis for simulation of collapse behavior of steel building frames. It is shown that elastoplastic dynamic analysis can be carried out for a high-rise building with more than 70 million DOFs. The results of a total collapse test of a 4-story frame in E-Defense are also simulated.

Vulnerability Function of Wooden Buildings Using Probability Density Function of Seismic Diagnosis Data

Shiomi, M. and Kohiyama, M.

日本建築学会2008年度大会（中国）学術講演会 (広島大学（東広島市）) ,

2008.09

Oral presentation (general), 日本建築学会

Probabilities of Building Damage and Furniture Tipping Comparing between Different Ground Conditions and Different Earthquake Resistance Grades

Sasaki, K. and Kohiyama, M.

日本建築学会2008年度大会（中国）学術講演会 (広島大学（東広島市）) ,

2008.09

Oral presentation (general), 日本建築学会

A Simple Method to Synthesize Simulated Earthquake Motion Considering Phase Property of Surface Wave

Kita, T. and Kohiyama, M.

日本建築学会2008年度大会（中国）学術講演会 (広島大学（東広島市）) ,

2008.09

Oral presentation (general), 日本建築学会

Fundamental Study on Design and Control of a Mid-Story Isolated Building with Semiactive Control System

Mitsui, A., Yamamura, T. and Kohiyama, M.

日本建築学会2008年度大会（中国）学術講演会 (広島大学（東広島市）) ,

2008.09

Oral presentation (general), 日本建築学会

Virtual Shaking-Table Test of Super-Highrise Steel Building by Using Parallel FE-Analysis Code as Platform of E-Simulator

Miyamura, T., Ohsaki, M., Kohiyama, M., Noguchi, H., Akiba, H., Hori, M., Kajiwara, K., and Ine, T.

日本建築学会2008年度大会（中国）学術講演会 (広島大学（東広島市）) ,

2008.09

Oral presentation (general), 日本建築学会

Seismic Response Control of a Building with Active Mass Damper Considering Sway of Elevator Rope

Baba, T. and Kohiyama, M.

第57回理論応用力学講演会 (日本学術会議（東京都港区六本木）) ,

2008.06

Oral presentation (general), 日本学術会議機械工学委員会・土木工学・建築学委員会合同IUTAM分科会

This study shows effectiveness of control of both a building structure and an elevator rope using active mass dumper. In the analysis model, a 60-story building with a roped elevator is assumed and a driving machine is placed on the top floor. Optimal regulator theory is employed for vibration control. To the performance function, a term of response of an elevator rope is added as well as terms of building response and control force, and a factor is multiplied to each term. Using multiple input earthquakes, appropriate combination of the factors is examined.

敷地地盤と耐震等級の違いによる木造建物の地震被害確率の比較

Kento SASAKI and Masayuki KOHIYAMA

第78回日本建築学会関東支部研究発表会 (Minato-ku, Tokyo) ,

2008.03

Oral presentation (general), 日本建築学会関東支部

敷地地盤と耐震等級の違いによる木造建物の地震被害確率を比較するため，地盤モデルと木造建物モデルの剛性・耐力を変化させ解析を行った。同じ等級の建物でも地盤ごとに建物被害確率が異なることや，地盤によって等級を上げた時の建物被害の低減効果が異なるとことが定量的に明らかにされた。特に粘性土の地盤では，他の土質よりも被害低減効果は大きい傾向があるが，層厚によってその効果のばらつきも大きいことが明らかとなった。

地表面最大速度を媒介変数とした建物フラジリティ曲線と地震ハザード曲線を用いた建物被害確率のバイアスに関する基礎的検討

Sasaki, K., Himi, K. and Kohiyama, M.

日本地震工学会大会-2007 (東京大学地震研究所) ,

2007.11

Oral presentation (general), 日本地震工学会

建物の耐震性能を，建物敷地に応じある発生確率をもった地震動の周期特性や継続時間を考慮した模擬地震動を作成して，建物を使用する期間に被害が発生する確率を地震応答解析結果より評価を行った。地表面最大速度を媒介変数としたフラジリティ曲線とハザード曲線を用いた結果と比較し，フラジリティ曲線を用いた手法では，対象地点の地盤特性を考慮できておらず，被害確率の評価が適切に行えないことが明らかとなった。

Fundamental Study on Stiffness-Balances of Mid-Story Isolated Buildings with Semiactive Control System

Yamamura, T., Kohiyama, M., and Kitagawa, Y.

日本建築学会2007年度大会（九州）学術講演会 (福岡大学（福岡市）) ,

2007.08

Oral presentation (general), Architectural Institute of Japan

Analysis on Building-Elevator Model for Earthquake Damage Reduction

Mitsui, A. and Kohiyama, M.

日本建築学会2007年度大会（九州）学術講演会 (福岡大学（福岡市）) ,

2007.08

Oral presentation (general), Architectural Institute of Japan

Expansion of Vulnerability Functions Using Seismic Diagnosis Data Based on Equivalent Linear Models

Shiomi, M. and Kohiyama, M.

日本建築学会2007年度大会（九州）学術講演会 (福岡大学（福岡市）) ,

2007.08

Oral presentation (general), Architectural Institute of Japan

Questionnaire Survey on Effectiveness of Probability of Damage in Explanation of Grades of Seismic Capacity: Part II Effectiveness of Probability-Based Explanation

Sasaki, K. and Kohiyama, M.

日本建築学会2007年度大会（九州）学術講演会 (福岡大学（福岡市）) ,

2007.08

Oral presentation (general), Architectural Institute of Japan

Damage Detection Index of Reinforced Concrete Beam Focused on Damping Characteristic of Response to Impact Excitation

Sano, A., Kanoko, T., Kumagai, Y., and Kohiyama, M.

日本建築学会2007年度大会（九州）学術講演会 (福岡大学（福岡市）) ,

2007.08

Oral presentation (general), Architectural Institute of Japan

Questionnaire Survey on Effectiveness of Probability of Damage in Explanation of Grades of Seismic Capacity: Part I Perceived Risk of Earthquake and Building Collapse

Kohiyama, M. and Sasaki, K.

日本建築学会2007年度大会（九州）学術講演会 (福岡大学（福岡市）) ,

2007.08

Oral presentation (general), Architectural Institute of Japan

Isolator Level in Height and Stiffness Balance of Semi-Active Controlled Mid-Story Isolation System

Yamamura, T., Kohiyama, M., and Kitagawa, Y.

第56回理論応用力学講演会 (日本学術会議（東京都港区六本木）) ,

2007.03

Oral presentation (general), 日本学術会議機械工学委員会・土木工学・建築学委員会合同IUTAM分科会

Experiment to Detect Damage of Reinforced Concrete Beam Based on Fourier Spectrum of Response to Impact Excitation

Kumagai, Y., Sano, A., and Kohiyama, M.

第56回理論応用力学講演会 (日本学術会議（東京都港区六本木）) ,

2007.03

Oral presentation (general), 日本学術会議機械工学委員会・土木工学・建築学委員会合同IUTAM分科会

建築物健全性診断システムにおける耐震性能係数を用いた耐震診断に関する低層骨組を用いた基礎的研究

Kato, M., Kitagawa, Y., and Kohiyama, M.

日本建築学会2006年度大会（関東）学術講演会 (神奈川大学（横浜市）) ,

2006.09

Oral presentation (general), 日本建築学会

波動分離手法を用いた局所損傷同定の適用範囲に関する基礎的研究

Sano, A., Kitagawa, Y., and Kohiyama, M.

日本建築学会2006年度大会（関東）学術講演会 (神奈川大学（横浜市）) ,

2006.09

Oral presentation (general), 日本建築学会

地盤の材料的，幾何学的非線形性を考慮した免震建物の地震時挙動　直接基礎を有する免震建物に関する基礎的研究

Tagawa, S., Kitagawa, Y., and Kohiyama, M.

日本建築学会2006年度大会（関東）学術講演会 (神奈川大学（横浜市）) ,

2006.09

Oral presentation (general), 日本建築学会

時刻歴応答解析結果に基づく地盤の卓越周期を考慮した西宮市の木造建物被害関数

Shiomi, M., Kitagawa, Y., and Kohiyama, M.

日本建築学会2006年度大会（関東）学術講演会 (神奈川大学（横浜市）) ,

2006.09

Oral presentation (general), 日本建築学会

中間層セミアクティブ免震システムの有効性に関する基礎的研究

Yamamura, T., Kitagawa, Y., and Kohiyama, M.

日本建築学会2006年度大会（関東）学術講演会 (神奈川大学（横浜市）) ,

2006.09

Oral presentation (general), 日本建築学会

２階建て木造建物の被害予測に適した地震動指標の比較検討

Kohiyama, M.

日本地震工学会大会-2005 (京都市京大会館) ,

2005.11

Oral presentation (general), 日本地震工学会

住宅耐震補強の誘因・阻害要因に関するアンケート調査

Kohiyama, M., Yoshimura, M., and Meguro, K.

日本建築学会2005年度大会（近畿）学術講演会 (近畿大学（大阪）) ,

2005.09

Oral presentation (general), 日本建築学会

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