Context-Aware Perception for Cyber-Physical Systems

Noor, Shaheena; Minhas, Humera Noor

doi:10.1007/978-981-4585-36-1_4

Cited by 2 publications

(2 citation statements)

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“…Distributed computing systems in CPSs can employ pervasive computing techniques to provide autonomous, interoperable, computational elements that can be described, discovered, and orchestrated within and across different layers [15]. In this regard, ontology-oriented modelling of contexts offers a lot of advantages [34].…”

Section: Distributed Reasoning In Cpssmentioning

confidence: 99%

“…Therefore, context-aware agent-based approach is more appealing since diverse attributes can be encapsulated within agents, and distributed pervasive computing with better coordination and interoperability among autonomous and heterogeneous agents is achievable. Essentially, contextawareness is indispensable in CPSs since sensing, resource discovery, adaptation, and augmentation are the key drivers of this novel technology [14,15]. Additionally, with the changing dynamics of distributed CPSs domains, it is natural that partial observability is inherent in CPSs [16,17].…”

Section: Introductionmentioning

confidence: 99%

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Semantical Markov Logic Network for Distributed Reasoning in Cyber-Physical Systems

Mohammed

Liu

et al. 2017

Journal of Sensors

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The challenges associated with developing accurate models for cyber-physical systems are attributable to the intrinsic concurrent and heterogeneous computations of these systems. Even though reasoning based on interconnected domain specific ontologies shows promise in enhancing modularity and joint functionality modelling, it has become necessary to build interoperable cyber-physical systems due to the growing pervasiveness of these systems. In this paper, we propose a semantically oriented distributed reasoning architecture for cyber-physical systems. This model accomplishes reasoning through a combination of heterogeneous models of computation. Using the flexibility of semantic agents as a formal representation for heterogeneous computational platforms, we define autonomous and intelligent agent-based reasoning procedure for distributed cyber-physical systems. Sensor networks underpin the semantic capabilities of this architecture, and semantic reasoning based on Markov logic networks is adopted to address uncertainty in modelling. To illustrate feasibility of this approach, we present a Markov logic based semantic event model for cyber-physical systems and discuss a case study of event handling and processing in a smart home.

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Section: Distributed Reasoning In Cpssmentioning

confidence: 99%