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Resilience in Cyber-Physical Infrastructures: R-KPI prioritization, framework development, and case study insights 网络物理基础设施中的弹性:R-KPI优先级、框架开发和案例研究见解
IF 3.7 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-03-19 DOI: 10.1016/j.jnlssr.2024.12.005
Ali Aghazadeh Ardebili , Marco Boscolo , Antonella Longo , Mahdad Pourmadadkar , Antonio Ficarella , Elio Padoano
Critical infrastructures (CIs) embody cyber-physical-social systems (CPSSs) where physical entities are integrated with cyber components, shaping service delivery through end-user behavior. The seamless operation of CIs is vital for society, and the CPSS resilience relies on interdependencies with AI-integrated technologies. The complexity of the system, and the interconnections with other infrastructures, along with the socio-technical transition towards digitization raised the necessity of implementing Resilience Engineering. This motivates exploration of the scientific literature on resilience key performance indicators (R-KPIs) which support strategies for ensuring service continuity. Therefore, this article aims to identify R-KPIs for AI-integrated CIs and prioritize the extracted R-KPIs using a hybrid Multi-Criteria Decision-Making (MCDM) approach. The results show the importance of employing R-KPIs that measure risk probability, energy self-sufficiency level of the system under study, and performance indicators including functionality loss, recovery time, and minimum performance level after disturbance as the most effective R-KPIs in the domain of this study. After identifying and prioritizing the R-KPIs, a general framework is proposed to employ these R-KPIs in modeling the resilience of a CPS. Finally, a case study demonstrates the implementation of the framework and KPIs in a real-life scenario.
关键基础设施(ci)体现了网络-物理-社会系统(cpss),其中物理实体与网络组件集成,通过最终用户行为塑造服务交付。ci的无缝运行对社会至关重要,CPSS的弹性依赖于与人工智能集成技术的相互依赖。系统的复杂性,与其他基础设施的相互联系,以及向数字化的社会技术转型,都提高了实施弹性工程的必要性。这激发了对弹性关键绩效指标(r - kpi)的科学文献的探索,这些指标支持确保服务连续性的战略。因此,本文旨在确定ai集成ci的r - kpi,并使用混合多标准决策(MCDM)方法对提取的r - kpi进行优先排序。结果表明,在本研究领域,采用衡量风险概率、所研究系统的能量自给水平以及包括功能损失、恢复时间和扰动后最低性能水平在内的性能指标的r - kpi是最有效的r - kpi。在确定r - kpi并对其进行优先级排序之后,提出了一个通用框架,以使用这些r - kpi对CPS的弹性进行建模。最后,案例研究演示了在现实场景中框架和kpi的实现。
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引用次数: 0
A method of characterizing the impact of traffic load on metro system from the control centrality 一种从控制中心性分析交通负荷对地铁系统影响的方法
IF 3.7 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-03-15 DOI: 10.1016/j.jnlssr.2025.01.001
Nuo Yong , Shunjiang Ni , Shifei Shen
This paper explores the challenges of controlling complex metro systems, which are influenced by uncertain and uncontrollable large passenger flow impacts. Traditionally, flow-limiting measures during peak periods have been based on experience rather than scientific theory. To bridge this gap, we introduce a novel network analysis method inspired by control centrality theory. This approach assesses the impact of traffic loads from single or multiple sources on any node within the metro network. Our method provides a scientific basis for operators to develop policies for managing overloaded traffic, enhancing both safety and efficiency in metro system operations.
本文探讨了复杂地铁系统在不确定、不可控的大客流影响下的控制挑战。传统上,高峰时段的限流措施是基于经验而不是科学理论。为了弥补这一差距,我们引入了一种受控制中心性理论启发的新颖网络分析方法。这种方法评估来自单个或多个源的流量负载对城域网络中任何节点的影响。我们的方法为运营商制定管理超载交通的政策提供了科学依据,提高了地铁系统运营的安全性和效率。
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引用次数: 0
Facility service balance problem with information feedback mechanism in the virtual–real interaction network 虚实交互网络中具有信息反馈机制的设施服务平衡问题
IF 3.7 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-03-11 DOI: 10.1016/j.jnlssr.2024.11.005
Lu Chen , Jianming Zhu , Guoqing Wang
Considering the information interaction in the virtual–real network, this paper introduces a novel three-layer model that explores the integrated influence between virtual and real networks. Existing models often fail to capture the dynamic feedback between these networks and do not effectively simulate integrated decision-making processes. Focusing on the Facility Service Balance Problem, we aim to optimize resource allocation and information diffusion in response to real-world events like natural disasters or large-scale activities. Based on the Linear Threshold model, the Feedback Linear Threshold model, which incorporates feedback mechanisms between virtual and real networks and integrates both original and feedback information in the activation function of nodes, has been proposed to better simulate the information feedback and integrated decision-making process. Then, combined with location-based interpersonal and online social networks, a comprehensive framework that models decision-making processes without direct influence between decision-makers has been provided, focusing on the decision-making of individuals influenced by cumulative information, ultimately maximizing the facility service efficiency. Finally, conduct experiments have been conducted, using two types of data to test the general effectiveness of the feedback mechanism.
考虑到虚实网络中的信息交互,提出了一种新的三层模型,探讨了虚实网络之间的综合影响。现有的模型往往不能捕捉这些网络之间的动态反馈,也不能有效地模拟综合决策过程。我们着眼于设施服务平衡问题,旨在优化资源分配和信息扩散,以应对自然灾害或大型活动等现实事件。在线性阈值模型的基础上,提出了反馈线性阈值模型,该模型结合了虚拟网络和真实网络之间的反馈机制,在节点的激活函数中集成了原始信息和反馈信息,可以更好地模拟信息反馈和综合决策过程。然后,结合基于位置的人际网络和在线社交网络,提供了一个对决策者之间没有直接影响的决策过程进行建模的综合框架,关注受累积信息影响的个体的决策,最终实现设施服务效率的最大化。最后,进行了实验,利用两类数据对反馈机制的总体有效性进行了检验。
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引用次数: 0
Experimental study on enhancing the foam spray range of compressed air foam nozzle 提高压缩空气泡沫喷嘴泡沫喷射范围的实验研究
IF 3.7 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-03-10 DOI: 10.1016/j.jnlssr.2025.01.002
Fengju Shang , Jiaqing Zhang , Xin Liu , Yi Guo , Yunpeng Yang , Lilong Nie , Kaiyuan Li
As the core equipment in power systems, ultra-high voltage (UHV) transformers pose a high fire risk. The compressed-air foam spray nozzle is a novel end-release device that, due to its high efficiency and excellent suppression effect on oil-based fires, has been increasingly applied in UHV substations. This study is based on a self-developed experimental platform for compressed-air foam firefighting systems. To meet practical engineering needs, the longitudinal maximum of the contour line at the threshold of 12 L/(min·m²) was selected as the spray range. The study systematically explored the factors influencing the spray range of the spray nozzle. Experimental results revealed that when the hole elevation angle was 60°, the average spray range increased by 59 % compared to 0°. When the nozzle aperture was 10 mm and the outlet pressure was 0.15 MPa, the spray range improved by 17 %. Additionally, as the outlet pressure increased, the foam spray range grew significantly, with a 35.2 % increase at 0.3 MPa compared to 0.1 MPa, indicating that the outlet pressure had a substantial effect on the spray range. To predict the spray range increase, an empirical model is developed for the outlet pressure versus the spray range. After analyzing the above three influencing factors, all the data of various working conditions were integrated into a single dataset, a prediction model of the spray range was established, and the importance of the factors affecting the range was ranked. These findings provide a theoretical foundation for the optimized design and engineering application of compressed-air foam systems (CAFSs).
特高压变压器作为电力系统的核心设备,具有很高的火灾危险性。压缩空气泡沫喷管是一种新型的末端释放装置,由于其高效、优异的油基火灾灭火效果,在特高压变电站中得到越来越多的应用。本研究基于自行开发的压缩空气泡沫灭火系统实验平台。为满足工程实际需要,选取阈值为12 L/(min·m²)的等高线纵向最大值作为喷涂范围。系统地探讨了影响喷嘴喷射范围的因素。实验结果表明,当孔仰角为60°时,平均喷雾距离比0°时增加了59%。当喷嘴孔径为10 mm,出口压力为0.15 MPa时,喷雾范围提高了17%。此外,随着出口压力的增加,泡沫喷射范围显著增大,在0.3 MPa时泡沫喷射范围比0.1 MPa增大35.2%,说明出口压力对喷雾范围有较大影响。为了预测喷雾范围的增加,建立了出口压力与喷雾范围的经验模型。在对上述三种影响因素进行分析后,将各种工况下的所有数据整合为一个数据集,建立喷雾范围的预测模型,并对影响范围的因素进行重要性排序。研究结果为压缩空气泡沫系统的优化设计和工程应用提供了理论依据。
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引用次数: 0
Numerical study on flashover in aircraft cargo under varying pressure and ventilation conditions 变压力和变通风条件下飞机货舱闪络的数值研究
IF 3.7 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-03-10 DOI: 10.1016/j.jnlssr.2025.01.003
Xuhong Jia , Shupei Tang , Quanyi Liu
A numerical simulation study was conducted to analyze flashover in a full-scale aircraft cargo compartment, utilizing FDS (Fire Dynamics Simulator) and PyroSim (visual modeling) software. The study aims to: (i) examine how varying heat release rates (HRR), pressures, and vent sizes influence the hot gas layer temperature during flashover in confined spaces, and (ii) establish a semi-empirical model to predict flashover. Experimental results indicate that when the vent size is 1.86 m × 1.06 m and the pressure is 101 kPa, the minimum hot gas layer temperature required to trigger flashover is approximately 410 °C. When the pressure is reduced to 80 kPa and 60 kPa, the critical temperature increases to approximately 436 °C and 460 °C, respectively. These findings provide critical temperature benchmarks for predicting flashover in aircraft cargo fires. Furthermore, a semi-empirical engineering calculation model was developed to predict the hot gas layer temperature under various conditions during flashover. Validation against experimental data from the literature demonstrated good agreement (deviation of ≈20 %), confirming the model's applicability in diverse scenarios.
利用FDS (Fire Dynamics Simulator)和PyroSim (visual modeling)软件对某飞机货舱的闪络现象进行了数值模拟研究。本研究旨在:(i)研究不同的热释放率(HRR)、压力和通风口尺寸对密闭空间闪络过程中热气体层温度的影响;(ii)建立一个半经验模型来预测闪络。实验结果表明,当通风口尺寸为1.86 m × 1.06 m,压力为101 kPa时,触发闪络所需的最低热气层温度约为410℃。当压力降至80kpa和60kpa时,临界温度分别约为436℃和460℃。这些发现为预测飞机货物火灾中的闪络提供了关键的温度基准。在此基础上,建立了半经验工程计算模型,对闪络过程中不同工况下的热气体层温度进行了预测。根据文献中的实验数据进行验证,结果显示出良好的一致性(偏差约为20%),证实了该模型在不同场景下的适用性。
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引用次数: 0
Risk forecasting for shortfalls in achieving sustainable development goals: A corruption perspective 实现可持续发展目标不足的风险预测:一个腐败的视角
IF 3.7 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-02-24 DOI: 10.1016/j.jnlssr.2024.10.003
Abroon Qazi
Understanding the relationship between corruption and Sustainable Development Goals (SDGs) is essential for comprehensively addressing sustainable development challenges. Corruption, with its damaging impact on governance, institutions, and public trust, poses a substantial barrier to achieving the SDGs. This study investigates the interconnections between corruption risk at the country level and the risks associated with achieving the SDGs. A Bayesian belief network model is developed using two datasets related to country-level sustainability and corruption performance. The model yields an 86.3 % accuracy in predicting outcomes for the two extreme levels of corruption risk. The findings indicate that the “high risk” state of corruption can significantly hinder progress on the “good health and well-being,” “zero hunger”, and “peace, justice and strong institutions” SDGs. Conversely, the “low risk” state of corruption can significantly enhance performance on the “sustainable cities and communities”, “zero hunger”, and “no poverty” SDGs. This study's exploration of the interconnected relationship between corruption and SDG risks offers valuable insights for policymakers. Its contribution lies in examining the dependencies between corruption and sustainability from a risk science perspective, capturing interactions across all 17 SDGs.
了解腐败与可持续发展目标(SDGs)之间的关系对于全面应对可持续发展挑战至关重要。腐败对治理、机构和公众信任具有破坏性影响,是实现可持续发展目标的巨大障碍。本研究探讨了国家层面的腐败风险与实现可持续发展目标相关风险之间的相互联系。利用与国家层面的可持续性和腐败表现相关的两个数据集开发了贝叶斯信念网络模型。该模型在预测两种极端腐败风险水平的结果时,准确率高达 86.3%。研究结果表明,"高风险 "腐败状态会严重阻碍 "良好的健康和福祉"、"零饥饿 "以及 "和平、公正和强有力的机构 "可持续发展目标的实现。反之,"低风险 "的腐败状态则能显著提高 "可持续城市和社区"、"零饥饿 "和 "无贫困 "可持续发展目标的绩效。本研究探讨了腐败与可持续发展目标风险之间的相互关系,为决策者提供了宝贵的见解。它的贡献在于从风险科学的角度研究了腐败与可持续性之间的依存关系,捕捉到了所有 17 项可持续发展目标之间的相互作用。
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引用次数: 0
A comprehensive review of bibliometric and methodological approaches in flood mitigation studies: Current trends and future directions 洪水缓解研究中文献计量学和方法学方法的全面回顾:当前趋势和未来方向
IF 3.7 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-02-17 DOI: 10.1016/j.jnlssr.2024.12.004
Funmilayo Ebun Rotimi, Roohollah Kalatehjari, Taofeeq Durojaye Moshood, George Dokyi
Climate change has become a pressing concern, with an alarming increase in flooding events posing significant risks to residential areas worldwide. As land and infrastructure development rapidly evolve, it is crucial to systematically analyze the bibliometric patterns and methodological trends in flood mitigation research, with a specific focus on residential building flood mitigation. This study presents a comprehensive comparative analysis of the bibliometric patterns and methodological trends in flood mitigation research over the past two decades, identifies prevailing gaps, and proposes future research directions to enhance the effectiveness of flood mitigation strategies. Using data from the Scopus database, 441 publications were objectively selected and subjected to metadata analysis. The study identifies top authors, contributing institutions, nations, and the distribution of contributions across different fields and methodologies. The findings emphasize the need for an integrated and interdisciplinary approach to flood reduction research, considering the complex interplay of social, ecological, and physical dimensions in flood risk management. The study reveals the predominance of modeling and simulation approaches, geographic information systems (GIS) remote sensing approaches, and statistical and data-driven approaches as the most widely employed methodologies. Furthermore, it highlights the growing diversity of approaches, with increasing interest in machine learning algorithms and combined methods. Also, this study provides valuable recommendations for future research, emphasizing the importance of developing effective flood-mitigating strategies to enhance community resilience. It advocates for a multidisciplinary and integrated approach, leveraging geospatial technologies, machine learning algorithms, and collaborative methodologies to advance flood mitigation research and practice. Future research should consider exploring additional databases, including Web of Science, EBSCO, IEEE, and Google Scholar, to conduct a more comprehensive review of the available literature. There is need for future studies to conduct in-depth comparative analyses of flood mitigation methodologies, particularly in the context of residential buildings.
气候变化已经成为一个紧迫的问题,洪水事件的惊人增加给世界各地的居民区带来了重大风险。随着土地和基础设施的快速发展,系统分析防洪研究的文献计量模式和方法趋势至关重要,特别是对住宅建筑的防洪研究。本文对近二十年来洪水减灾研究的文献计量模式和方法趋势进行了全面的比较分析,指出了主要的差距,并提出了未来的研究方向,以提高洪水减灾战略的有效性。利用Scopus数据库中的数据,客观选择441篇出版物进行元数据分析。该研究确定了顶级作者、有贡献的机构、国家,以及不同领域和方法的贡献分布。研究结果强调,考虑到洪水风险管理中社会、生态和物理维度的复杂相互作用,需要一种综合和跨学科的方法来减少洪水的研究。研究表明,建模和模拟方法、地理信息系统(GIS)遥感方法、统计和数据驱动方法是最广泛使用的方法。此外,它还强调了方法的多样性,对机器学习算法和组合方法的兴趣越来越大。同时,本研究为未来的研究提供了有价值的建议,强调了制定有效的防洪策略以增强社区抵御能力的重要性。它倡导采用多学科综合方法,利用地理空间技术、机器学习算法和协作方法来推进防洪研究和实践。未来的研究应考虑探索其他数据库,包括Web of Science、EBSCO、IEEE和b谷歌Scholar,以对现有文献进行更全面的综述。未来的研究需要对减轻洪水的方法进行深入的比较分析,特别是在住宅建筑的背景下。
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引用次数: 0
Heat penetration and thermal response due to firebrand accumulation on the exterior walls of dwellings 住宅外墙堆积物引起的热渗透和热反应
IF 3.7 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-02-15 DOI: 10.1016/j.jnlssr.2024.12.003
M. Zitouni , M.R.T. Arruda , P. Cantor , F. Branco
This paper presents an extensive experimental investigation campaign concerning the thermal fire reaction of firebrands, as they accumulate on the exterior walls of dwellings, a common occurrence in southern Europe. Three types of wall core layers were studied: bricks, designed according to the Exterior Thermal Insulation Composite Systems (ETICS) methodology, cross-laminated timber (CLT) and normal wood (NW), both utilizing the sandwich methodology. The wall specimens are made of a combination of materials such as three types of mortar (Tria, Sika, and Weber), and various thermal insulation materials, such as agglomerates of composite cork, impermeable membranes, rigid rock wool, fireproof paint, and extruded polystyrene rigid foam (XPS), which are recommended for their good performance against fire and high temperatures. Firebrands are then deposited on the localized surfaces of the wall specimens, and the temperature is recorded in each layer. This study aims to precisely verify the firebrand reaction to fire, including the type of ignition, smoke and droplet production. The insulation capabilities of each insulation and wall system will also be analyzed.
本文提出了一个广泛的实验调查活动,关于燃烧品牌的热火反应,因为他们积累在住宅的外墙,一个常见的现象在南欧。研究了三种类型的墙体核心层:砖,根据外部保温复合系统(ETICS)方法设计,交叉层压木材(CLT)和普通木材(NW),两者都使用三明治方法。墙体样品由三种砂浆(Tria、Sika和Weber)和各种保温材料(如复合软木、不透水膜、硬质岩棉、防火涂料和挤出聚苯乙烯硬质泡沫塑料(XPS))组合而成,这些材料具有良好的防火和高温性能。然后,在壁面试样的局部表面上沉积火焰,并记录每一层的温度。本研究旨在精确验证火焰对火灾的反应,包括点火类型,烟雾和液滴的产生。还将分析各个保温和墙体系统的保温能力。
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引用次数: 0
Optimizing firefighting resilience in airports through genetic algorithms and decision-making frameworks 通过遗传算法和决策框架优化机场的消防弹性
IF 3.7 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-02-15 DOI: 10.1016/j.jnlssr.2024.12.002
Yulong Zhu, Wei Tian, Xuhong Jia, Quanyi Liu
Aviation transport infrastructure is key to international commerce and cultural exchange, with any emergency potentially causing major impacts on contemporary society. With advancements in technology and growing societal needs, modern airports are evolving toward smarter and more integrated systems. While transportation engineers and planners aim to bolster resilience in subsystems and transport management with new technologies and diverse strategies for effective risk management, the growing complexity of disaster-inducing factors and fire dynamics in airport systems somewhat diminishes the accuracy of existing risk vulnerability analyses. It drives the demand for enhanced firefighting resilience. This study discusses assessment and improvement strategies for enhancing the resilience of airport firefighting systems in the context of smart airports. Specifically, we analyze the resilience characteristics of airport firefighting systems, which can be subdivided into four dimensions: stability capability, resistance capability, recovery capability, and adaptability capability. Furthermore, by integrating human, mechanical, environmental, and managerial elements, a comprehensive resilience evaluation indicator system is constructed. We propose a modified composite weight calculation framework that innovatively introduces genetic algorithm (GA) in the weight combination process to simplify the model into a constrained minimization problem from a mathematical perspective, thus making the ranking results reflect ordinal and intensity information. The findings highlight the significance of technological advancements, emergency response capabilities, expertise in fire management, cross-departmental collaborative responses, personnel psychological quality, and accident investigation skills in enhancing the resilience of airport firefighting systems. Although the comprehensive evaluation model based on expert knowledge still focuses primarily on resistance, the criterion of adaptation capability has a more pronounced increasing trend in weight under correction, highlighting its significant role and potential in future airport firefighting resilience indicators. This research aims to offer guidance to the aviation sector and managers for devising appropriate protection strategies, thereby improving public safety at airports.
航空运输基础设施是国际商业和文化交流的关键,任何紧急情况都可能对当代社会造成重大影响。随着技术的进步和社会需求的增长,现代机场正朝着更智能、更集成的系统方向发展。虽然交通工程师和规划师希望通过新技术和多样化策略来提高子系统和运输管理的复原力,从而实现有效的风险管理,但机场系统中日益复杂的灾害诱发因素和火灾动态在一定程度上降低了现有风险脆弱性分析的准确性。这促使人们要求加强消防应变能力。本研究讨论了在智慧机场背景下增强机场消防系统抗灾能力的评估和改进策略。具体来说,我们分析了机场消防系统的弹性特征,可细分为四个维度:稳定性能力、抵抗能力、恢复能力和适应能力。此外,通过整合人力、机械、环境和管理等要素,构建了一个综合的弹性评价指标体系。我们提出了一个改进的综合权重计算框架,在权重组合过程中创新性地引入了遗传算法(GA),从数学角度将模型简化为一个受约束的最小化问题,从而使排序结果反映了顺序和强度信息。研究结果凸显了技术进步、应急响应能力、消防管理专业知识、跨部门协作响应、人员心理素质和事故调查技能对提高机场消防系统应变能力的重要意义。虽然基于专家知识的综合评价模型仍以抗灾能力为主,但适应能力标准在修正后的权重有较为明显的上升趋势,凸显了其在未来机场消防抗灾能力指标中的重要作用和潜力。这项研究旨在为航空部门和管理人员制定适当的保护策略提供指导,从而提高机场的公共安全。
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引用次数: 0
Ada-GCNLSTM: An adaptive urban crime spatiotemporal prediction model Ada-GCNLSTM:自适应城市犯罪时空预测模型
IF 3.7 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2025-02-14 DOI: 10.1016/j.jnlssr.2024.11.003
Miaoxuan Shan , Chunlin Ye , Peng Chen , Shufan Peng
Accurate crime prediction is crucial for the proactive allocation of law enforcement resources and ensuring urban safety. A major challenge in achieving accurate predictions lies in identifying generalized patterns of criminal behavior from spatiotemporal features in crime data. Additionally, the inherent randomness and volatility of crime data at the spatiotemporal level introduce noise, which can mislead prediction models. While many effective spatiotemporal crime prediction methods have been proposed, most overlook this issue, reducing their ability to generalize. In this paper, we introduce a novel deep learning-based model, adaptive-GCNLSTM (Ada-GCNLSTM). Specifically, in the spatial feature extraction module, we enhance the model's ability to capture crime spatial distributions by leveraging graph convolutional networks to model spatial dependencies in conjunction with the maximum mean discrepancy to extract the universal features of crime data. We then incorporate a memory network based on long short-term memory network to capture the underlying relationships between temporal features. Through extensive experiments, our model demonstrates an average improvement of 11.7% in mean absolute error and 2.7% in root mean squared error across the three datasets, outperforming the best baseline model. These results underscore the effectiveness of our approach in enhancing crime prediction accuracy.
准确的犯罪预测对于积极配置执法资源和保障城市安全至关重要。实现准确预测的一个主要挑战在于从犯罪数据的时空特征中识别犯罪行为的一般模式。此外,犯罪数据在时空水平上固有的随机性和波动性会引入噪声,这可能会误导预测模型。虽然已经提出了许多有效的时空犯罪预测方法,但大多数方法都忽略了这一问题,从而降低了它们的泛化能力。本文介绍了一种新的基于深度学习的自适应gcnlstm (Ada-GCNLSTM)模型。具体来说,在空间特征提取模块中,我们通过利用图卷积网络来建模空间依赖关系,并结合最大平均差异来提取犯罪数据的普遍特征,从而增强了模型捕捉犯罪空间分布的能力。然后,我们结合了一个基于长短期记忆网络的记忆网络来捕捉时间特征之间的潜在关系。通过大量的实验,我们的模型在三个数据集上的平均绝对误差平均提高了11.7%,均方根误差平均提高了2.7%,优于最佳基线模型。这些结果突显了我们的方法在提高犯罪预测准确度方面的有效性。
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引用次数: 0
期刊
安全科学与韧性(英文)
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