地球温暖化による荷重・作用の激甚化と橋梁・道路ネットワークのレジリエンス評価

项目来源

日本学术振兴会基金(JSPS)

项目主持人

秋山 充良

项目受资助机构

早稲田大学

立项年度

2023

立项时间

未公开

项目编号

23H00217

研究期限

未知 / 未知

项目级别

国家级

受资助金额

46670000.00日元

学科

社会システム工学、安全工学、防災工学およびその関連分野

学科代码

未公开

基金类别

基盤研究(A)

关键词

気候変動 ; レジリエンス ; リスク ; 道路ネットワーク ; 橋梁 ; 海面上昇 ; 豪雨 ; 信頼性設計 ; 材料劣化 ; 非定常性 ; 津波 ; 保険 ; 不確定性 ; 地球温暖化 ; 洪水 ;

参与者

高橋良和;松崎裕;山田朋人;本田利器;石橋寛樹

参与机构

早稲田大学,理工学術院;京都大学,工学研究科;東京科学大学,環境・社会理工学院;北海道大学,工学研究院;東京大学,大学院新領域創成科学研究科;日本大学,工学部

项目标书摘要:本研究課題は,気候変動がインフラ構造物や道路ネットワークに与える影響を,信頼性,リスク,およびレジリエンスの観点から評価するための理論的・解析的枠組みを構築することを目的としている.2025年度は,気候モデルの出力を用いた将来気象の補正,水文・水理解析と連携した洪水リスク評価,および信頼性設計に関する枠組み整備を順調に実施し,河川堤防に対する適用事例を通じて定量的成果を得ることができた.また,コンクリート構造物の劣化と外力変化に着目した研究を通じて,複合劣化と外力リスクの統合評価への見通しを得るとともに,今後の解析モデルへの展開方針を明確にした.これらの成果は,気候変動適応型のインフラ評価モデルとしての応用に向け,今後の実験・解析フェーズへの展開に必要な準備段階が確実に整ってきていることを示している.また,得られた知見は,学会発表および学術論文として国内外に発信されつつあり,研究成果の外部波及も着実に進行している.特に,洪水リスクや構造物劣化の非定常的変化を,信頼性とレジリエンスの枠組みに統合することで,将来的なインフラ評価と設計戦略の定量的根拠を与える点で学術的意義が高い成果を生み出すことができている.2025年度には2つの研究テーマに取り組み,成果を得ている.第一は,河川堤防に対して気候変動の非定常影響を反映した新たな信頼性設計手法(LRFD)の構築である.本研究では,将来の降雨および気温データを複数の気候モデルから取得し,QDMによる補正を施した上で,水文・水理解析を通じて河川水位の時間変化を評価した.その上で,越水と斜面崩壊を限界状態とした確率論的な信頼性評価を行い,気候変動を考慮した部分係数を導入することで,将来の非定常的な洪水リスクに対する合理的な堤防設計法を提案した.第二は,気候変動がコンクリート構造物のリスク評価に及ぼす影響に関する研究である.気温,湿度,二酸化炭素濃度などの気候因子が構造物の劣化機構(中性化,塩害,ASR等)に与える影響,ならびに洪水・高潮・強風といった自然災害の頻度・強度の変化によって外力が増加し,構造信頼性の低下が加速されることを明らかにした.また,信頼性評価手法,マルチハザードの統合的リスク評価,気候適応戦略の必要性を示し,将来の構造物評価と設計の在り方に新たな視点を提供した.第一の研究は,福山市の芦田川を対象としたケーススタディを通じて実施され,気候変動により将来的に洪水深が増加することを予測したうえで,その不確定性を考慮した部分係数を導出し,設計の信頼性を向上させた.この方法は,国内外の河川堤防設計に応用可能であり,今後の気候適応型インフラ設計の指針となる.第二の研究では,世界各地の気候予測に基づき,自然災害リスクとコンクリート構造物の劣化進展の関係性を多角的に評価し,複合ハザード環境におけるリスクベースの意思決定の重要性を強調した.さらに,構造物の寿命予測や維持管理方針において,気候変動の不確定性を定量的に取り込むための枠組み構築が求められることを示唆している.今後は,地球温暖化による海面上昇,異常降雨,気温・湿度・二酸化炭素濃度の変化といった気候要因が,構造物の荷重作用や耐久性に与える影響を,確率論的な手法により定量化する解析をさらに深化させる.特に,気候変動の影響を受ける津波や洪水など自然災害ハザードによる橋梁の破壊リスク,鉄筋腐食を伴う鉄筋コンクリート部材の耐震性能低下,構造物損壊がネットワークレジリエンスに及ぼす影響の多角的評価を進める.加えて,災害発生時に即時活用可能な緊急仮設橋構造の実用化に向けた設計・試験研究も展開し,社会インフラの持続可能な維持管理と復旧戦略の具体化を目指す.さらに,日本・米国・イタリアの異なる気候・地理条件を持つ地域を対象とし,ケーススタディを通じて橋梁・道路ネットワークのリスクやレジリエンスの地域差を定量化する.これにより,温暖化影響が無視できない地域に対しては,構造設計法の見直しや,緊急仮設構造の導入など,地域ごとの構造的対処方針を提言する.国際的な学会活動(ASCE,IABSE,IABMAS,IALCCEなど)とも連携し,気候変動下での構造物安全性評価に関する標準化と国際協調を促進する.Reason:本研究課題は,気候変動がインフラ構造物や道路ネットワークに与える影響を,信頼性,リスク,およびレジリエンスの観点から評価するための理論的・解析的枠組みを構築することを目的としている.2025年度は,気候モデルの出力を用いた将来気象の補正,水文・水理解析と連携した洪水リスク評価,および信頼性設計に関する枠組み整備を順調に実施し,河川堤防に対する適用事例を通じて定量的成果を得ることができた.また,コンクリート構造物の劣化と外力変化に着目した研究を通じて,複合劣化と外力リスクの統合評価への見通しを得るとともに,今後の解析モデルへの展開方針を明確にした.これらの成果は,気候変動適応型のインフラ評価モデルとしての応用に向け,今後の実験・解析フェーズへの展開に必要な準備段階が確実に整ってきていることを示している.また,得られた知見は,学会発表および学術論文として国内外に発信されつつあり,研究成果の外部波及も着実に進行している.特に,洪水リスクや構造物劣化の非定常的変化を,信頼性とレジリエンスの枠組みに統合することで,将来的なインフラ評価と設計戦略の定量的根拠を与える点で学術的意義が高い成果を生み出すことができている。Outline of Research at the Start:気候変動予測には,極めて大きな不確定性を伴い,さらにそれが非定常性を有しながら増大する問題に対して,社会・経済活動の根幹を支える橋梁・道路ネットワークの安全性とレジリエンスを確保する方策を検討する.本研究では,地球温暖化による荷重・作用の激甚化のうち,特に,海面上昇による津波ハザード強度の増加,異常降雨による河川内橋梁への流体力と洗掘深の増加,を想定し,ライフサイクルにわたる橋梁の破壊可能性,および個別構造物の損壊が道路ネットワークの接続性に及ぼす影響について検討する。

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  • 1.Connectivity-based seismic design strategy for bridge networks by controlling fragility correlation among individual bridges

    • 关键词:
    • Bridges;Dynamics;Earthquakes;Reliability analysis;Bridge networks;Bridge safety;Connectivity reliability;Design parameters;Design strategies;Dynamics characteristic;Fragility analysis;Fragility correlation;Seismic action;Seismic design strategy
    • Zhong, Haiqiang;Akiyama, Mitsuyoshi;Feng, Shengming;Wang, Zhiqiang;Dang, Xinzhi
    • 《Reliability Engineering and System Safety》
    • 2026年
    • 270卷
    • 期刊

    The seismic connectivity of bridge networks, crucial for post-earthquake relief and reconstruction, is strongly affected by the fragility correlation among bridges, which is largely attributed to their similar dynamic characteristics. Previous research merely evaluated the effect of this correlation without addressing its control. This study proposes a connectivity-based seismic design strategy that adjusts design parameters to enhance and reduce fragility correlation on the same and different paths, respectively, while ensuring the bridge safety against the design seismic action. A design method is established, which involves identifying network information, deriving fragility and correlation models regarding bridge design parameters and site-specific earthquake conditions, and designing bridges within the network using these models. This method is demonstrated on a hypothetical network including bridges with isolation bearings. The results show that the fragility correlation mainly arises from the correlated demand related to dynamic characteristics, and impacts connectivity more than the bridge performance. The fragility and correlation of bridges are affected by seismic input angles and bearing parameters, and can be controlled by altering the latter based on the corresponding models. Compared to the network design focusing on fragility reduction, the proposed strategy effectively achieves higher connectivity reliability with lower costs for bridge improvements. © 2025 The Author(s).

    ...
  • 2.Tsunami Casualty Risk Assessment Integrating Evacuation Tower Placement, Seismic Road Network Performance Enhancement, and Disaster Education

    • 关键词:
    • evacuation time; multiple hazards; risk assessment; road networkfunctionality; seismic retrofit; tsunami casualty;PEAK GROUND VELOCITY; BEHAVIOR; EARTHQUAKE; MODEL; DEFORMATION;PREDICTION; MOTION
    • Thapa, Ravi;Akiyama, Mitsuyoshi;Aoki, Koki;Suzuki, Noa;Frangopol, Dan M.;Koshimura, Shunichi
    • 《EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS》
    • 2025年
    • 期刊

    Since the 2011 Great East Japan earthquake, tsunami evacuation towers have been constructed in coastal regions based on worst-case predictions to provide additional safety margins against unprecedented tsunamis. However, the extent to which such assumptions effectively reduce casualty risk remains unclear. This study proposes a comprehensive risk-based framework for estimating tsunami casualty risk, incorporating uncertainties associated with seismic and tsunami hazard intensities, structural vulnerabilities, and evacuation behaviors. The risk assessment focuses on the probability of evacuation failure, accounting for the loss of road network functionality due to seismic impacts and variations in evacuation behavior shaped by the conflicting influence of congestion and disaster education. Ground motion-induced damage to road networks prior to tsunami arrival may delay evacuations, potentially leading to casualty rates exceeding initial estimates. Conversely, disaster education can facilitate earlier evacuations in response to seismic shaking, thereby increasing survival rates. As an illustrative example, the proposed framework is applied to a coastal region projected to be significantly affected by the anticipated Nankai Trough earthquake. Furthermore, this study evaluates the appropriateness of incorporating worst-case scenarios in decisions concerning the placement of tsunami evacuation towers.

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  • 3.Resilience-based estimation of the disaster waste disposal time considering interdependencies between waste disposal and road network systems under seismic and tsunami hazards in coastal communities

    • 关键词:
    • Earthquake effects;Electronic Waste;Highway administration;Industrial waste disposal;Ocean dumping;Refuse digestion;Sludge disposal;Coastal communities;Disaster waste disposal system;Disaster wastes;Interdependency;Processing facilities;Resilience;Road network systems;Seismic hazards;Tsunami hazards;Waste disposal systems
    • Aoki, Koki;Akiyama, Mitsuyoshi;Alhamid, Abdul Kadir;Frangopol, Dan M.;Koshimura, Shunichi
    • 《Reliability Engineering and System Safety》
    • 2025年
    • 262卷
    • 期刊

    Tsunamigenic earthquakes have triggered damage to structures and infrastructure systems due to both ground motion and subsequent tsunamis, resulting in a huge amount of disaster waste. Since the disaster waste must be processed and transported through both the waste disposal system (WDS) and the road network system (RNS), the functionality loss of the two systems subjected to spatially correlated ground motion and tsunamis hinders the disaster waste removal. Therefore, disaster waste management must be developed by considering the effects of the cascading hazards on not only the capacity of processing facilities, but also the time required to transport disaster waste to the processing facilities (i.e., the interdependency between WDS and RNS). This paper presents a framework for estimating the disaster waste disposal time considering the interdependency between WDS and RNS under seismic and tsunami hazards. As a measure of a coastal community resilience after the occurrence of a strong earthquake, the probability of waste disposal completion at a time elapsed from the earthquake occurrence is estimated considering the uncertainties associated with predicting the time-dependent functionalities of the two systems. As an illustrative example, the proposed framework is applied to a coastal community in Mie Prefecture, Japan, to investigate the effects of the interdependency between the two systems on the disaster waste disposal time. © 2025 The Author(s)

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  • 4.Modeling the spatial corrosion of strand and FE-based Monte Carlo simulation for structural performance assessment of deteriorated PC beams

    • 关键词:
    • Deflection (structures);Gaussian distribution;Model structures;Normal distribution;Size distribution;Structural analysis;Structural dynamics;Deflection ductility;Finite element;Gumbel distribution;Monte Carlo's simulation;Performance assessment;Prestressed concrete beams;Reinforced concrete beams;Spatial corrosion distribution;Structural performance;Structural performance assessment
    • Wu, Taotao;Akiyama, Mitsuyoshi;Feng, De-Cheng;Lim, Sopokhem;Frangopol, Dan M.;Xu, Zhejun
    • 《Structural Safety》
    • 2025年
    • 116卷
    • 期刊

    Structural performance assessments of corroded prestressed concrete (PC) beams using numerical models that account for spatial corrosion distribution and are validated against experimental results remain limited compared to those of reinforced concrete (RC) beams. This study proposes a probabilistic analysis method to evaluate the structural performance of corroded PC beams, incorporating the spatial corrosion distribution of strands and wires. The method is further applied to compare the structural performance of corroded PC and RC beams. Three finite element (FE) models are developed and compared for their accuracy in predicting the structural behavior of PC beams: (a) using the mean steel weight loss of the strand, (b) incorporating the spatial corrosion distribution of the strand, and (c) considering the spatial corrosion distribution of the six outer wires. The model incorporating the spatial corrosion distribution of the six outer wires achieves the highest accuracy, as it effectively simulates the first wire breakage that governs the flexural load-bearing and deflection ductility capacities of PC beams. The probabilistic distribution parameters representing the spatial variability of corrosion are derived from experimental data. Using this distribution, Monte Carlo simulation-based spatial corrosion samples are integrated into the most accurate FE model to obtain the probability density functions (PDFs) of corroded PC beams. The results indicate that PC beams with the same total steel weight loss can exhibit significantly different flexural load-bearing and deflection ductility capacities due to spatial variability, underscoring the importance of a probabilistic assessment. Furthermore, the PDFs of PC members are shifted to the left compared to those of RC members with the same degree of corrosion. Notably, early wire breakage results in lower mean values and standard deviations for the deflection ductility of corroded PC beams compared to RC beams. © 2025 The Author(s)

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  • 5.Probabilistic life-cycle assessment of landslides exposed to both rainfall under nonstationary climate change effects and earthquakes

    • 关键词:
    • Earthquake effects;Landslides;Stochastic models;Combined effect;Effects of rainfalls;Exposed to;Infrastructure systems;Nonstationary;Nonstationary rainfall;Probabilistics;Seismic hazards;Slope failure;Structure systems
    • He, Zhengying;Akiyama, Mitsuyoshi;Alhamid, Abdul Kadir;Frangopol, Dan M.;Huang, Yu
    • 《Structural Safety》
    • 2025年
    • 115卷
    • 期刊

    Combined effects of rainfall and seismic hazards pose significant threats to structures and infrastructure systems. Additionally, climate change is projected to impact the intensity and frequency of future rainfall, increasing the likelihood of landslides. However, evaluating long-term landslide probability under the combined effects of rainfall and seismic hazards, while considering nonstationary climate change, presents significant challenges due to the distinct characteristics of their occurrence processes. This study introduces a novel framework for probabilistic life-cycle landslide assessment that systematically integrates climate change effects on rainfall hazard along with seismic hazard. Probabilistic nonstationary rainfall and seismic hazard models are developed by leveraging stochastic renewal process theory based on occurrence probability and the associated hazard intensity distribution. Slope fragility assessments are conducted for four event scenarios: individual rainfall, individual earthquake, rainfall followed by an earthquake, and an earthquake followed by rainfall, using seepage and equivalent linear analysis through Monte Carlo simulation. Finally, using the total probability theorem, life-cycle landslide probability is numerically evaluated by convolving nonstationary rainfall and seismic hazards with slope fragilities. An illustrative example is provided by applying the proposed framework to a slope in Hiroshima city, Japan, to explore how the combined effects between nonstationary rainfall and seismic hazards impact life-cycle landslide probability. © 2025 The Authors

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  • 6.Cyclic Loading Tests and Seismic Fragility Analysis of Rocking Arch-Shaped Segmental Pier with Annular Double Sliding System

    • 关键词:
    • Rocking; fragility analysis; cyclic loading test; double sliding system;segmental pier; 3D printer;SHAKING TABLE TESTS; BRIDGE PIERS; TEFLON BEARINGS; BASE-ISOLATION;BEHAVIOR; SHEAR; DESIGN; MOTION; MODEL
    • Feng, Shengming;Akiyama, Mitsuyoshi;Hikita, Shogo;Kobayashi, Shintaro;Takahashi, Hirokazu;Arima, Shun
    • 《JOURNAL OF EARTHQUAKE ENGINEERING》
    • 2025年
    • 期刊

    To enhance the seismic performance of arch-shaped segmental piers, a novel rocking mechanism has been developed to maintain a low-damage state. The proposed system combines a double sliding mechanism with rocking behavior, supported by the arch-shaped pier to achieve self-centering capability. Horizontal cyclic loading tests demonstrate its feasibility and effectiveness. Finite element simulations confirm the reliable activation of rocking behavior under severe seismic excitations, significantly reducing horizontal displacements. Fragility analyses using a simplified model further indicate that the rocking mechanism improves the pier's resilience against short-period and long-period ground motions.

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  • 7.Probabilistic service life assessment of corroded concrete structures: a state-of-the-art review

    • 关键词:
    • Bayesian updating; corroded concrete structures; finite elementanalysis; life-cycle performance assessment; machine learning; MonteCarlo simulation; random field simulation; structural safety andreliability;TIME-DEPENDENT RELIABILITY; REINFORCED-CONCRETE; RC STRUCTURES; SPATIALVARIABILITY; PITTING CORROSION; NONUNIFORM CORROSION;MECHANICAL-BEHAVIOR; CYCLE RELIABILITY; CRACK-PROPAGATION; REBARCORROSION

    Predicting the performance and remaining service life of deteriorated reinforced concrete (RC) structures based on observational information obtained through methods such as visual inspection and monitoring remains a significant challenge within the structural engineering community. Experimental studies on the process of steel corrosion and its subsequent impact on the structural performance and integrity of deteriorated RC structures have demonstrated the need for improved numerical simulation techniques to accurately replicate observed phenomena. Addressing this complex task requires the integration of various advanced technologies and a proper account of the uncertainties involved in estimating and evaluating each stage of structural deterioration and its progression in both space and time. This paper provides a state-of-the-art review of the methods and technologies applied in the probabilistic remaining service life assessment of corroded concrete structures. These include: (a) corrosion detection methods, (b) experimental investigation and finite element (FE) analysis of the structural performance of corroded concrete components, (c) probabilistic time-dependent reliability assessment using stochastic simulation methods, and (d) Bayesian updating and machine learning techniques. This review aims to highlight the current status and obstacles of these methods and technologies in assessing the remaining service life of corrosion-affected concrete structures.

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  • 8.Effect of image quality associated with corrosion-induced cracks on machine learning-based load-bearing capacity assessment of RC beams

    • 关键词:
    • Corroded RC beams; corrosion-induced cracks; FE analysis; generativeadversarial network; machine learning; random field; size effect;SPATIAL VARIABILITY; CONCRETE; SIMULATION; MEMBERS; WIDTH
    • Yamada, Taiki;Akiyama, Mitsuyoshi;Xu, Zhejun;Bocchini, Paolo;Frangopol, Dan M.;Nakamura, Satoru;Adachi, Takehiro
    • 《STRUCTURE AND INFRASTRUCTURE ENGINEERING》
    • 2025年
    • 期刊

    The present study enhances a previously established framework for estimating the load-bearing capacity of corroded reinforced concrete (RC) beams from corrosion crack width, now focusing on practical application to real RC bridges. The method's improvements include: (1) assessing the feasibility of using corrosion crack images captured by an unmanned aerial vehicle (UAV) for capacity estimation; (2) expanding the artificial database for machine learning models by incorporating new relationships between corrosion crack width and corrosion product thickness in RC beams with various structural details; and (3) testing the model's applicability to large RC beams. Six-meter-long RC beams were corroded via the galvanostatic method, with additional beams used to study the effects of rebar spacing and diameter on corrosion crack width given a steel weight loss. The improved method successfully predicted the probabilistic density function (PDF) of the beams' load-bearing capacity, independent of corrosion levels. The PDF estimated from the corrosion crack images taken by the UAV was compared with that obtained from close-up images. Finally, the requirements for the image quality of corrosion crack widths in relation to load-bearing capacity estimation are discussed.

    ...
  • 9.Cyclic Loading Tests and Seismic Performance Evaluation of Arch-Shaped Concrete Masonry Segmental Pier with Annular Double Sliding System

    • 关键词:
    • Seismic isolation; double sliding system; cyclic loading test; seismicresilience; 3D printer; arch-shaped pier;SHAKING TABLE TESTS; ACCELERATED BRIDGE CONSTRUCTION; FRICTION PENDULUMISOLATOR; VARIABLE CURVATURE; POLYAMIDE 12; BEHAVIOR; SURFACES; DESIGN;MODEL
    • Feng, Shengming;Akiyama, Mitsuyoshi;Usui, Shunya;Hikita, Shogo;Takahashi, Hirokazu;Arima, Shun
    • 《JOURNAL OF EARTHQUAKE ENGINEERING》
    • 2024年
    • 期刊

    To enhance the seismic performance of bridges, a novel arch-shaped concrete masonry segmental pier, constructed solely from nylon and concrete, is proposed by integrating an annular double sliding system utilizing a 3D printer. The proposed precast pier leverages the arch-shaped design and double sliding system to remain elastic under substantial horizontal forces. Horizontal cyclic loading tests validate the theoretical hysteretic behavior of the proposed pier. The impact of various design parameters is investigated through experimental methods. Numerical simulation results indicate that the proposed pier significantly reduces the acceleration of the superstructure while maintaining adequate stability, even under severe seismic excitations.

    ...
  • 10.Investigation of corrosion-induced cracks using corrosion products quantified by an X-ray technique and FE analysis of single- and multiple-rebar beams

    • 关键词:
    • Concrete beams and girders;Corrosive effects;Electrochemical corrosion;Image processing;Reinforced concrete;Corrosion cracks;Corrosion induced crack;Corrosion products;Crack-width;Digital image processing technique;F.E. analysis;FE analysis;Galvanostatics;X-ray techniques;X-ray technology
    • Xu, Zhejun;Akiyama, Mitsuyoshi;Lim, Sopokhem;Srivaranun, Supasit;Frangopol, Dan M.;Miyazato, Shinichi;Li, Ao
    • 《Cement and Concrete Composites》
    • 2024年
    • 151卷
    • 期刊

    The effects of corrosion methods, galvanostatic (GS) vs. artificial climate environment (ACE), on the relationships between corrosion products and corrosion cracks of corroded reinforced concrete beams are investigated. The experimental results show that the GS method induces smaller corrosion crack width. A novel quantitative detection method of corrosion product thickness using X-ray and digital image processing techniques is proposed for investigating the continuous development of corrosion products. As the corrosion level increases, a smaller steel-to-rust volume expansion ratio caused by continuous leakage and a lower oxidation degree of corrosion products for the GS specimens are the major reasons for the smaller corrosion cracks. Regarding the effect of rebar arrangement on the development of corrosion-induced cracks, the expansion stress from corner-located rebars restrained the growth of corrosion products and further limited the propagation of corrosion-induced cracks of the center rebar. Estimated corrosion crack width via FE analysis using measured corrosion products as input show good agreement with experimental results. © 2024 The Authors

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