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A review on intelligent process for smart home applications based on IoT: coherent taxonomy, motivation, open challenges, and recommendations
Artificial Intelligence Review ( IF 10.7 ) Pub Date : 2018-07-23 , DOI: 10.1007/s10462-018-9648-9
A. A. Zaidan , B. B. Zaidan

Innovative technology on intelligent processes for smart home applications that utilize Internet of Things (IoT) is mainly limited and dispersed. The available trends and gaps were investigated in this study to provide valued visions for technical environments and researchers. Thus, a survey was conducted to create a coherent taxonomy on the research landscape. An extensive search was conducted for articles on (a) smart homes, (b) IoT and (c) applications. Three databases, namely, IEEE Explore, ScienceDirect and Web of Science, were used in the article search. These databases comprised comprehensive literature that concentrate on IoT-based smart home applications. Subsequently, filtering process was achieved on the basis of intelligent processes. The final classification scheme outcome of the dataset contained 40 articles that were classified into four classes. The first class includes the knowledge engineering process that examines data representation to identify the means of accomplishing a task for IoT applications and their utilisation in smart homes. The second class includes papers on the detection process that uses artificial intelligence (AI) techniques to capture the possible changes in IoT-based smart home applications. The third class comprises the analytical process that refers to the use of AI techniques to understand the underlying problems in smart homes by inferring new knowledge and suggesting appropriate solutions for the problem. The fourth class comprises the control process that describes the process of measuring and instructing the performance of IoT-based smart home applications against the specifications with the involvement of intelligent techniques. The basic features of this evolving approach were then identified in the aspects of motivation of intelligent process utilisation for IoT-based smart home applications and open-issue restriction utilisation. The recommendations for the approval and utilisation of intelligent process for IoT-based smart home applications were also determined from the literature.

中文翻译:

基于物联网的智能家居应用智能流程综述:连贯分类、动机、开放挑战和建议

利用物联网 (IoT) 的智能家居应用的智能流程创新技术主要是有限和分散的。本研究调查了可用的趋势和差距,为技术环境和研究人员提供有价值的愿景。因此,进行了一项调查,以在研究领域创建一个连贯的分类法。对有关 (a) 智能家居、(b) 物联网和 (c) 应用程序的文章进行了广泛搜索。在文章搜索中使用了三个数据库,即 IEEE Explore、ScienceDirect 和 Web of Science。这些数据库包含综合文献,专注于基于物联网的智能家居应用。随后,在智能过程的基础上实现了过滤过程。数据集的最终分类方案结果包含 40 篇文章,分为四类。第一类包括知识工程过程,该过程检查数据表示以确定完成物联网应用任务的方法及其在智能家居中的利用。第二类包括关于使用人工智能 (AI) 技术捕获基于物联网的智能家居应用程序中可能发生的变化的检测过程的论文。第三类包括分析过程,指的是使用人工智能技术通过推断新知识并为问题提出适当的解决方案来理解智能家居中的潜在问题。第四类包括控制过程,它描述了在智能技术的参与下,根据规范测量和指导基于物联网的智能家居应用程序的性能的过程。然后,在基于物联网的智能家居应用程序的智能过程利用动机和开放问题限制利用方面,确定了这种不断发展的方法的基本特征。对于基于物联网的智能家居应用的智能流程的批准和使用的建议也是从文献中确定的。然后,在基于物联网的智能家居应用程序的智能过程利用动机和开放问题限制利用方面,确定了这种不断发展的方法的基本特征。对于基于物联网的智能家居应用的智能流程的批准和使用的建议也是从文献中确定的。然后,在基于物联网的智能家居应用程序的智能过程利用动机和开放问题限制利用方面,确定了这种不断发展的方法的基本特征。对于基于物联网的智能家居应用的智能过程的批准和使用的建议也是从文献中确定的。
更新日期:2018-07-23
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