安全科学与韧性(英文)最新文献

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An efficient and resilience linear prefix approach for mining maximal frequent itemset using clustering 利用聚类挖掘最大频繁项集的一种高效且具有弹性的线性前缀方法
IF 3.7
安全科学与韧性(英文) Pub Date : 2024-10-19 DOI: 10.1016/j.jnlssr.2024.08.001
M. Sinthuja , S. Pravinthraja , B K Dhanalakshmi , H L Gururaj , Vinayakumar Ravi , G Jyothish Lal
{"title":"An efficient and resilience linear prefix approach for mining maximal frequent itemset using clustering","authors":"M. Sinthuja ,&nbsp;S. Pravinthraja ,&nbsp;B K Dhanalakshmi ,&nbsp;H L Gururaj ,&nbsp;Vinayakumar Ravi ,&nbsp;G Jyothish Lal","doi":"10.1016/j.jnlssr.2024.08.001","DOIUrl":"10.1016/j.jnlssr.2024.08.001","url":null,"abstract":"<div><div>The numerous volumes of data generated every day necessitate the deployment of new technologies capable of dealing with massive amounts of data efficiently. This is the case with Association Rules, a tool for unsupervised data mining that extracts information in the form of IF-THEN patterns. Although various approaches for extracting frequent itemset (prior step before mining association rules) in extremely large databases have been presented, the high computational cost and shortage of memory remain key issues to be addressed while processing enormous data. The objective of this research is to discover frequent itemset by using clustering for preprocessing and adopting the linear prefix tree algorithm for mining the maximal frequent itemset. The performance of the proposed CL-LP-MAX-tree was evaluated by comparing it with the existing FP-max algorithm. Experimentation was performed with the three different standard datasets to record evidence to prove that the proposed CL-LP-MAX-tree algorithm outperform the existing FP-max algorithm in terms of runtime and memory consumption.</div></div>","PeriodicalId":62710,"journal":{"name":"安全科学与韧性(英文)","volume":"6 1","pages":"Pages 93-104"},"PeriodicalIF":3.7,"publicationDate":"2024-10-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155760","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Clutaxis: An information-driven source search method balancing exploration and exploitation in turbulent environments Clutaxis:一种在动荡环境中平衡勘探和开发的信息驱动的资源搜索方法
IF 3.7
安全科学与韧性(英文) Pub Date : 2024-09-25 DOI: 10.1016/j.jnlssr.2024.09.001
Runkang Guo, Yong Zhao, Yatai Ji, Mengyu Yan, Zhengqiu Zhu
{"title":"Clutaxis: An information-driven source search method balancing exploration and exploitation in turbulent environments","authors":"Runkang Guo,&nbsp;Yong Zhao,&nbsp;Yatai Ji,&nbsp;Mengyu Yan,&nbsp;Zhengqiu Zhu","doi":"10.1016/j.jnlssr.2024.09.001","DOIUrl":"10.1016/j.jnlssr.2024.09.001","url":null,"abstract":"<div><div>Locating unknown emission sources in turbulent environments is a challenging yet crucial task, particularly in emergency response scenarios. Existing studies have developed information-theoretic approaches to fuse intermittent information collected by mobile sensors regarding the sources. This fused information is then used to support source-term estimation (STE) in various search algorithms. Among these, the cognitive strategy—a promising information-driven search algorithm—leverages a reward-based action selection mechanism to balance exploration and exploitation during each search step. However, this mechanism is hampered by a high computational load and rigid search trajectories, limiting its application in real-world systems. To address these issues, this paper proposes a novel information-driven search method called Clutaxis, based on a global exploration and exploitation tradeoff principle. Specifically, a particle filter is leveraged to maintain the STE. After projecting the particle filter samples onto a 2D search scene, the density-based spatial clustering of applications with noise (DBSCAN) algorithm is used to extract the density information of the samples, which is then used to construct a belief source area (BSA). By leveraging the uncertainty of the BSA, Clutaxis adopts explorative or exploitative actions with no restrictions on motion direction. Through dedicated simulations, the experimental results demonstrate the robustness of Clutaxis to key parameters and its advantages in computational complexity and search performance compared to two state-of-the-art algorithms (Infotaxis and Entrotaxis) and two Clutaxis variants (Clutaxis_ER and Clutaxis_EI).</div></div>","PeriodicalId":62710,"journal":{"name":"安全科学与韧性(英文)","volume":"6 2","pages":"Pages 125-137"},"PeriodicalIF":3.7,"publicationDate":"2024-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143578688","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Grasping emergency dynamics: A review of group evacuation techniques and strategies in major emergencies 把握紧急情况动态:重大突发事件中的集体疏散技术和策略综述
IF 3.7
安全科学与韧性(英文) Pub Date : 2024-09-14 DOI: 10.1016/j.jnlssr.2024.05.006
Hai Sun , Guorui Han , Xiaowei Zhang , Xuejing Ruan
{"title":"Grasping emergency dynamics: A review of group evacuation techniques and strategies in major emergencies","authors":"Hai Sun ,&nbsp;Guorui Han ,&nbsp;Xiaowei Zhang ,&nbsp;Xuejing Ruan","doi":"10.1016/j.jnlssr.2024.05.006","DOIUrl":"10.1016/j.jnlssr.2024.05.006","url":null,"abstract":"<div><div>Major sudden disasters, such as floods, earthquakes, and fires, often cause significant casualties. Emergency evacuation is crucial in mitigating these impacts. Different types of disaster incidents vary significantly in terms of impact scope, suddenness, and urgency. Each type of disaster possesses distinct characteristics, necessitating varying requirements for emergency evacuation. Consequently, we conducted a bibliometric analysis and visual mapping of evacuation processes in major natural disasters from 2004-2023, analyzing 7213 publications from the Web of Science database via VOSviewer and ArcGIS. Our study identified three developmental phases: an initial phase (pre-2011) with 1169 publications, a growth phase (2012-2018) with 2772 publications, and an expansion phase (post-2019) with 3335 publications. This study provides a comprehensive review and classification of emergency evacuation theories and methods in major disaster scenarios. It emphasizes the necessity of assessing the scope and intensity of different types of major emergent disasters, defining and simulating the affected behaviors of the influenced populations, and formulating differentiated emergency evacuation strategies accordingly. Keyword analysis reveals two main trends supporting these findings: an increasing focus on complex evacuation modeling and simulation techniques, manifested in the application of various simulation-optimized microscopic and macroscopic models such as cellular automata, social force models, agent-based models, pedestrian flow, and network flow models, enhancing disaster understanding and prediction capabilities; and the strategic development of tailored evacuation strategies for specific disaster contexts, thereby improving disaster response efficiency. Three key future pathways for safety evacuation research are outlined: refining evacuation behavior models for greater accuracy, improving the coordination of complex, multi-level evacuation procedures, and integrating indoor and outdoor evacuation strategies more seamlessly. It establishes a forward-looking framework for advancing safety evacuation studies in major emergencies.</div></div>","PeriodicalId":62710,"journal":{"name":"安全科学与韧性(英文)","volume":"6 1","pages":"Pages 1-20"},"PeriodicalIF":3.7,"publicationDate":"2024-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142533600","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of firefighters’ protective gloves on physiological responses, psychological responses, and manual performance in a cold environment 低温环境下消防员防护手套对生理反应、心理反应和体力活动的影响
IF 3.7
安全科学与韧性(英文) Pub Date : 2024-09-12 DOI: 10.1016/j.jnlssr.2024.07.002
Jie Yang , Xiaoxue Yan
{"title":"Effects of firefighters’ protective gloves on physiological responses, psychological responses, and manual performance in a cold environment","authors":"Jie Yang ,&nbsp;Xiaoxue Yan","doi":"10.1016/j.jnlssr.2024.07.002","DOIUrl":"10.1016/j.jnlssr.2024.07.002","url":null,"abstract":"<div><div>This study aimed to investigate the effects of firefighters' protective gloves on physiological responses, psychological responses, and manual performance in a cold environment through human trials. Twelve participants wearing firefighter protective equipment were exposed to a 16 °C environment, while their hands were exposed to a small chamber of 0 °C with (FPG) and without (CON) firefighting protective gloves. During the trials, physiological responses (core temperature (T<sub>c</sub>), the mean skin temperature (T<sub>sk</sub>), and heart rate (HR)), psychological responses (thermal sensation vote (TSV) and pain sensation vote (PSV)), and manual performance (handgrip strength, manual dexterity, maximum finger flexion, and tactile sensitivity)) were obtained. The results indicated a significant difference (<em>p</em> &lt; 0.05) between FPG and CON regarding T<sub>sk</sub>. Furthermore, pain sensation occurred when the mean skin temperature of the hand was between 15 °C and 20 °C. Gloves significantly (<em>p</em> &lt; 0.05) reduced handgrip strength, manual dexterity, and tactile sensitivity in the cold exposure. This study provides fundamental knowledge for cold strain assessment and high-performance protective glove development with the potential to improve firefighters’ safety and health.</div></div>","PeriodicalId":62710,"journal":{"name":"安全科学与韧性(英文)","volume":"6 1","pages":"Pages 48-57"},"PeriodicalIF":3.7,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155756","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An experimental study of fire development under varying ventilation conditions during the depressurization process in pressurized buildings 受压建筑降压过程中不同通风条件下火灾发展的实验研究
IF 3.7
安全科学与韧性(英文) Pub Date : 2024-09-10 DOI: 10.1016/j.jnlssr.2024.07.003
Kaiqiang Wang , Zhigang Shang , Weijun Liu , Kang Wen , Jun Zhang , Bin Yao , Weiguo Song
{"title":"An experimental study of fire development under varying ventilation conditions during the depressurization process in pressurized buildings","authors":"Kaiqiang Wang ,&nbsp;Zhigang Shang ,&nbsp;Weijun Liu ,&nbsp;Kang Wen ,&nbsp;Jun Zhang ,&nbsp;Bin Yao ,&nbsp;Weiguo Song","doi":"10.1016/j.jnlssr.2024.07.003","DOIUrl":"10.1016/j.jnlssr.2024.07.003","url":null,"abstract":"<div><div>Hermetic pressurized buildings are a new type of building in high-altitude areas that efficiently addresses issues such as high-altitude reactions. The indoor pressure is higher than the external pressure under working conditions, and pressure relief must be carried out first during emergencies. The emergency pressure relief process during a fire may lead to complex fire behavior different from that in regular buildings. In this study, we focus on the impact of ventilation conditions and the status of doors in such buildings on fire evolution and smoke plume characteristics through experiments. The temperature variation in the fire room and corridor is measured under different ventilation power, ventilation time, and door opening width conditions. This shows that the width of the door has the greatest impact on fire development. A smaller gap in the door opening restricts air circulation between the interior and exterior of the room, resulting in a rapid decrease in the oxygen concentration within the fire room and a decrease in the combustion reaction rate of wood fires. The ventilation power exerts the most significant influence on the temperature variation in the corridor. These findings provide empirical data and a basis for fire science studies in high-altitude hermetic pressurized buildings and can guide existing fire protection design and management for improved safety.</div></div>","PeriodicalId":62710,"journal":{"name":"安全科学与韧性(英文)","volume":"6 1","pages":"Pages 70-78"},"PeriodicalIF":3.7,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155758","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-factor coupled forest fire model based on cellular automata 基于蜂窝自动机的多因素耦合林火模型
IF 3.7
安全科学与韧性(英文) Pub Date : 2024-09-07 DOI: 10.1016/j.jnlssr.2024.06.002
Zhou Fangrong , Guo Yuning , Qian Guochao , Ma Yi , Wang Guofang
{"title":"Multi-factor coupled forest fire model based on cellular automata","authors":"Zhou Fangrong ,&nbsp;Guo Yuning ,&nbsp;Qian Guochao ,&nbsp;Ma Yi ,&nbsp;Wang Guofang","doi":"10.1016/j.jnlssr.2024.06.002","DOIUrl":"10.1016/j.jnlssr.2024.06.002","url":null,"abstract":"<div><p>The risk of forest fires is substantial due to uneven precipitation distributions and abnormal climate change. This study employs cellular automata principles to analyze forest fire behavior, taking into account meteorological elements, combustible material types, and terrain slopes. The Wang Zhengfei model is utilized to compute fire spread speed, and a multifactor coupled forest fire model is developed. Comparisons with experimental data show a mean calculated fire spread speed of 0.69 m/min, which is consistent with the experimental results. Using the forest fire in Anning city, Yunnan Province, as a case study with a mean burned area of 2281 ha, the burned area, rate of change in burned area, and burning area demonstrated an increasing trend, with fluctuating states in the rate of change of the burning area. Employing the controlled variable method to examine forest fire spreading patterns under varying factors such as wind speed, vegetation type, and maximum slope reveals that under wind influence, the fire site adopts an elliptical shape with the downwind direction as the major axis. Quantitatively, when the wind speed increases from 2 m/s to 10 m/s, the burned area expands by a factor of 1.37. The ratio of the combustible material configuration coefficient to the burned area remains consistent across the different vegetation types, and the burned area increases by a factor of 1.92 when the maximum slope increases from 5° to 25°.</p></div>","PeriodicalId":62710,"journal":{"name":"安全科学与韧性(英文)","volume":"5 4","pages":"Pages 413-421"},"PeriodicalIF":3.7,"publicationDate":"2024-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666449624000422/pdfft?md5=258753683f3aa032bf0211fc586ac4f6&pid=1-s2.0-S2666449624000422-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142149343","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Combining Bayesian Networks and MCDA methods to maximise information gain during reconnaissance in emergency situations 结合贝叶斯网络和MCDA方法,在紧急情况下侦察时最大限度地获取信息
IF 3.7
安全科学与韧性(英文) Pub Date : 2024-08-22 DOI: 10.1016/j.jnlssr.2024.07.001
Daniel Lichte
{"title":"Combining Bayesian Networks and MCDA methods to maximise information gain during reconnaissance in emergency situations","authors":"Daniel Lichte","doi":"10.1016/j.jnlssr.2024.07.001","DOIUrl":"10.1016/j.jnlssr.2024.07.001","url":null,"abstract":"<div><div>In the immediacy of an event that disrupts the operation of an infrastructure, the time between its occurrence and the arrival of qualified personnel for emergency response can be valuable. For example, it can be used for gathering information about the status of the infrastructure by using automated reconnaissance devices. In an operation that precedes the intervention of human first responders, such devices can gather information about the situation, providing knowledge about the locations of stressors (e.g. fire), the inaccessibility of parts of the infrastructure or the presence of hazardous materials. In this study, we show how a Bayesian Networks can be used for knowledge representation and how it can be combined with methods from the realm of Multi-Criteria Decision Analysis (MCDA) for situation reconnaissance and route-optimisation in emergency situations, where different criteria (current belief about the location of zones of special interest, such as emergency exits, distance to the next point of interest, etc.) can be considered. As an example, we consider the case of an outbreak of a fire in a building. A pedantic check of all rooms by an automated reconnaissance device would take too long and thus delay intervention. Due to the limited time in which the building can be explored, the route is optimised to gather the greatest possible amount of information in the available time window. Results show how it is possible to maximise the information collected in a limited time window. This is done by discovering the location of fire and any hazardous materials through causal inferences automatically calculated by the Bayesian network. Route optimisation is facilitated by sequential MCDA using a parameter selection that meets the priorities of the specific application example.</div></div>","PeriodicalId":62710,"journal":{"name":"安全科学与韧性(英文)","volume":"6 1","pages":"Pages 38-47"},"PeriodicalIF":3.7,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155755","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Scenario construction and vulnerability assessment of natural hazards-triggered power grid accidents 自然灾害引发电网事故的情景构建和脆弱性评估
IF 3.7
安全科学与韧性(英文) Pub Date : 2024-08-20 DOI: 10.1016/j.jnlssr.2024.06.011
Yuxin Sun , Jiansong Wu , Jun Zhang , Yuwei Xiong , Xiaohan Liu , Yiping Bai
{"title":"Scenario construction and vulnerability assessment of natural hazards-triggered power grid accidents","authors":"Yuxin Sun ,&nbsp;Jiansong Wu ,&nbsp;Jun Zhang ,&nbsp;Yuwei Xiong ,&nbsp;Xiaohan Liu ,&nbsp;Yiping Bai","doi":"10.1016/j.jnlssr.2024.06.011","DOIUrl":"10.1016/j.jnlssr.2024.06.011","url":null,"abstract":"<div><div>In light of escalating urbanization trends and climate change impacts worldwide, the susceptibility of urban power grids to natural disasters has become an overarching global concern. Prior research has predominantly concentrated on singular calamities while often disregarding cumulative repercussions from multiple concurrent events affecting power grid resilience. This investigation presents an exhaustive framework for assessing grid vulnerabilities by quantifying diverse impacts from potential natural disaster scenarios and delineating adaptive pathways for evaluating inadvertent occurrences. The framework amalgamates an extensive array of metrics— including probability assessments, system state evaluations, trigger threshold analyses, responsiveness measurements, and adaptability adjustments— within a dynamic scenario-oriented model. The inquiry progresses through distinct stages: formulating an all-encompassing methodology for assessing vulnerabilities; assessing varied impacts stemming from different environmental perils; mapping out post-disaster evolutions; and executing a case analysis focusing on an urban power grid.</div><div>Concentrating specifically on rainfall, snowfall, and freezing incidents, the case analysis uses locale-specific data to appraise grid susceptibilities while employing multi-criteria decision analysis (MCDA) to facilitate decision-making. During this deliberative process, optimal strategies are derived, and mitigative actions are recommended with the aim of diminishing power-grid vulnerabilities. This investigation underscores intricate risk dynamics within urban power grids while presenting a feasible framework for sustainable planning and effective emergency responses in confronting natural hazards.</div></div>","PeriodicalId":62710,"journal":{"name":"安全科学与韧性(英文)","volume":"5 4","pages":"Pages 498-511"},"PeriodicalIF":3.7,"publicationDate":"2024-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142533684","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Intelligent emergency assisted decision-making method based on standard digitalization: Hazardous chemical accidents in industrial parks 基于标准数字化的工业园区危险化学品事故智能应急辅助决策方法
IF 3.7
安全科学与韧性(英文) Pub Date : 2024-08-16 DOI: 10.1016/j.jnlssr.2024.06.009
Zhenxiang Tao , Xiaohan Liu , Ying Li , Peifeng Hu , Weitong Tang , Ning Luo , Jiansong Wu , Rui Yang
{"title":"Intelligent emergency assisted decision-making method based on standard digitalization: Hazardous chemical accidents in industrial parks","authors":"Zhenxiang Tao ,&nbsp;Xiaohan Liu ,&nbsp;Ying Li ,&nbsp;Peifeng Hu ,&nbsp;Weitong Tang ,&nbsp;Ning Luo ,&nbsp;Jiansong Wu ,&nbsp;Rui Yang","doi":"10.1016/j.jnlssr.2024.06.009","DOIUrl":"10.1016/j.jnlssr.2024.06.009","url":null,"abstract":"<div><div>Contemporary society is confronted with multifaceted challenges, and the intricate interplay of interconnected factors significantly complicates emergency response efforts. Current practices rely on quick decisions by domain experts; however, the limitations of individual expertise and the urgency of crises hinder both precision and standardization. To address these issues, we propose a novel approach: an intelligent method for emergency decision-making grounded in a standardized digital knowledge graph. First, our study examined the underlying theory of standardized digital transformation and event-chain evolution. This led to the construction of a knowledge graph encompassing standard emergency knowledge, as well as supplementary derivative data pertinent to event response. Second, through the application of semantic analysis and intention recognition of the decision target, coherent and interpretable query sentences for the decision system were crafted. These query sentences then served as a conduit for retrieving standard emergency knowledge relevant to the current emergency situation, as well as potential secondary disasters. The overarching goal is to provide emergency decision makers with effective support mechanisms that are both well informed and tailored to the specific demands of each situation.</div></div>","PeriodicalId":62710,"journal":{"name":"安全科学与韧性(英文)","volume":"6 1","pages":"Pages 79-92"},"PeriodicalIF":3.7,"publicationDate":"2024-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155759","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Novel explicit models for assessing the frictional resistance of pipe piles subjected to seismic effects 评估地震作用下管桩摩阻力的新显式模型
IF 3.7
安全科学与韧性(英文) Pub Date : 2024-08-15 DOI: 10.1016/j.jnlssr.2024.06.010
Duaa Al-Jeznawi , Laith Sadik , Saif Alzabeebee , Musab Aied Qissab Al-Janabi , Suraparb Keawsawasvong
{"title":"Novel explicit models for assessing the frictional resistance of pipe piles subjected to seismic effects","authors":"Duaa Al-Jeznawi ,&nbsp;Laith Sadik ,&nbsp;Saif Alzabeebee ,&nbsp;Musab Aied Qissab Al-Janabi ,&nbsp;Suraparb Keawsawasvong","doi":"10.1016/j.jnlssr.2024.06.010","DOIUrl":"10.1016/j.jnlssr.2024.06.010","url":null,"abstract":"<div><div>This paper introduces novel explicit models to predict the frictional resistance of open and closed-ended pipe piles subjected to seismic loading. This research employs genetic programming (GP) and multiobjective genetic algorithm-based evolutionary polynomial regression (EPR-MOGA) to develop closed-form expressions for estimating pile frictional resistance, utilizing widely used input parameters for enhanced practicality and applicability in engineering practice. The proposed models are developed using only three input variables: the corrected standard penetration test (SPT) blow count (<em>N</em><sub>1</sub>)<sub>60</sub>, the pile slenderness ratio (<em>L</em>/<em>D</em>), and the peak ground acceleration (PGA). This deliberate reduction in input complexity significantly enhances the models' applicability across a wide range of geotechnical scenarios and industries. The accuracy of the developed models was assessed via the coefficient of determination (<em>R</em><sup>2</sup>), root mean squared error (RMSE), and mean absolute error (MAE). In the case of the GP model, the evaluation metrics for the testing set for open-ended piles (<em>R</em><sup>2</sup>, RMSE, and MAE values) are 0.89, 0.43, and 0.35, respectively, whereas the corresponding values for closed-ended piles are 0.93, 0.38, and 0.3, respectively. On the other hand, the EPR-MOGA approach achieves similarly encouraging results, with performance metrics of 0.92, 0.37, and 0.29 for open-ended piles and 0.91, 0.39, and 0.30 for closed-ended piles.</div></div>","PeriodicalId":62710,"journal":{"name":"安全科学与韧性(英文)","volume":"6 1","pages":"Pages 29-37"},"PeriodicalIF":3.7,"publicationDate":"2024-08-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155754","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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