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Creative design of emergency management scenarios driven by semantics: An application to smart cities

机译:语义驱动的应急管理场景创意设计:智慧城市的应用

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We present a framework to support creative design of emergency management scenarios. By creative design of scenarios we mean the process of imagining situations and describing them through models and stories. The framework supports the tasks of gathering and organizing knowledge about emergency management situations by automatically generating conceptual models, related to fragments of emergency scenarios. It leverages semantics-based techniques to enable a computational creativity approach. A software application was defined to support the activities of modeling scenarios by permitting to generate, organize, and query sets of these conceptual models, which we name mini-stories, and that can be adopted to inspire the activity of creative design. Selected mini-stories are blueprints for more detailed user scenario descriptions and models that can be used, for instance, for analysis or simulation. As a case study, we consider emergency management in smart cities. This is a challenging domain because smart cities are characterized by interconnected physical and virtual services forming complex ecosystems, which provide sophisticated services to the population and to institutions, manage public resources in a optimal way, and involve citizens in decisional processes. As a consequence, smart city ecosystems can be threatened by several hazards spanning from natural disasters, as tsunami and earthquakes, to anthropic events, as terrorist attacks. Ability of service providers and institutional operators to face and manage emergency situations is therefore a relevant issue. Simulation and analysis of both crisis events and executions of management plans are a promising approach to deal with these articulated problems. However, manual definition of models to base the analysis is a demanding activity due to the huge number of different situations to consider. It requires knowledge related to the crisis and emergency domains, to the context (e.g., a specific city and its current regulations) and ability in modeling tasks. All these aspects demand for tools to support modeling activities, and our proposal aims at fulfilling this need. In particular, the discussed framework uses in a integrated way three types of knowledge: structural knowledge, to support the construction of models based on design patterns: domain knowledge, here related to smart cities and emergency management and represented by means of ontologies: and contextual knowledge, related to specific aspects (e.g., localization) of the considered scenario and represented as rules. We validated the presented approach by means of experiments performed by real city planners. (C) 2018 Elsevier Ltd. All rights reserved.
机译:我们提出一个框架来支持应急管理方案的创意设计。通过场景的创意设计,我们意味着想象场景并通过模型和故事描述它们的过程。该框架通过自动生成与紧急情况片段相关的概念模型来支持收集和组织有关紧急管理情况的知识的任务。它利用基于语义的技术来实现计算创造力方法。定义了一个软件应用程序,以通过允许生成,组织和查询这些概念模型的集来支持建模方案的活动,这些概念模型被我们称为迷你故事,可被用来激发创意设计的活动。选定的微型故事是用于更详细的用户方案描述和模型的蓝图,这些描述和模型可用于例如分析或仿真。作为案例研究,我们考虑了智慧城市中的应急管理。这是一个具有挑战性的领域,因为智慧城市的特征是相互连接的物理和虚拟服务形成了复杂的生态系统,可为人口和机构提供完善的服务,以最佳方式管理公共资源,并使公民参与决策过程。结果,智慧城市的生态系统可能会受到多种危害的威胁,从自然灾害(如海啸和地震)到人类事件(如恐怖袭击)。因此,服务提供商和机构运营商面对和管理紧急情况的能力是一个相关问题。对危机事件和管理计划的执行进行模拟和分析是解决这些明确问题的有前途的方法。但是,由于要考虑大量的不同情况,因此手动定义模型作为分析的基础是一项艰巨的任务。它需要与危机和紧急情况领域相关的知识,与上下文相关的知识(例如特定城市及其当前法规)以及建模任务的能力。所有这些方面都需要支持建模活动的工具,而我们的建议旨在满足这一需求。尤其是,所讨论的框架以集成方式使用三种类型的知识:结构性知识,以支持基于设计模式的模型的构建:领域知识,此处与智能城市和应急管理有关,并以本体论的方式表示:与所考虑的场景的特定方面(例如,本地化)有关并以规则表示的知识。我们通过实际城市规划者进行的实验验证了所提出的方法。 (C)2018 Elsevier Ltd.保留所有权利。

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