Distributing Reasoning on WoT Edge Architectures.

Consumer Communications and Networking Conference(2024)

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摘要
Enabling and automating interoperability in the Semantic Web of Things involves complex semantic reasoning tools to process knowledge graphs. To improve performance and energy efficiency, such tools should be deployed as close as possible to the devices, ideally on any available edge node. However, edge nodes often lack sufficient resources, especially memory. We propose a method to distribute reasoning in this context. We then evaluate three algorithms to plan the distribution over a network of heterogeneous nodes. These algorithms take into account architectural constraints such as the position of sensors and actuators and the available resources on each node, while minimizing costly data exchanges on the network.
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关键词
Edge Architecture,Web Of Things,Actuator,Interoperability,Data Exchange,Edge Nodes,Linear Programming,Implementation Of Algorithm,Decision Variables,Linear Problem,Memory Capacity,Heuristic Algorithm,Memory Consumption,Polynomial-time Algorithm,Reasoning Process,Set Of Graphs,Graph Partitioning,Current Node,Graph Size,Reasoning Tasks,Input Graph,Values Of Decision Variables,Final Graph,Semantic Technologies,Running Example,Sufficient Memory,Distributed Computing,Thermal Comfort,Objective Function,Optimization Solver
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