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Multi-Agent-based Service Recommendation Model in IoT

机译:物联网中基于多Agent的服务推荐模型

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The services in IoT are the key components to realize the value of IoT. The entity-oriented services are discovered from data, however, a large number of heterogeneous data and entities in IoT are increasing the difficulty of the service development. For this, we propose a multi-agent-based model to recommend services in IoT. The model consists of three layers: in the physical layer, the individual behavior pattern is defined, and system layer are responsible for handling entity data to solve the issue of heterogeneous data; the cyber layer is the agent layer, where we use the defined agents to establish service logic, shielding the issue of heterogeneous entities. In experiments, we obtain the data from 5 scenes, and these data is used for 6 experiments. In terms of accuracy and corresponding time, our model has outstanding advantages compared to the previous methods.
机译:物联网中的服务是实现物联网价值的关键组成部分。面向实体的服务是从数据中发现的,然而物联网中大量的异构数据和实体增加了服务开发的难度。为此,我们提出了一种基于多代理的物联网服务推荐模型。该模型由三层组成:物理层定义了个体行为模式,系统层负责处理实体数据,解决数据异构问题;网络层是代理层,我们使用定义的代理建立服务逻辑,屏蔽异构实体的问题。在实验中,我们从5个场景中获取数据,并将这些数据用于6个实验。在准确度和响应时间方面,与以前的方法相比,我们的模型具有突出的优势。

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