Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386841428> ?p ?o ?g. }
Showing items 1 to 53 of
53
with 100 items per page.
- W4386841428 abstract "The Internet of Things (IoT) is an emerging next-generation technology in the fourth industrial revolution. In industrial IoT networks, sensing devices are largely deployed to monitor various types of physical processes. They are required to transmit the collected data in a timely manner to support real-time monitoring, control and automation. The timeliness of information is very important in such systems. Recently, an information-theoretic metric named the value of information (VoI) has been proposed to measure the usefulness of information. In this work, we consider an industrial IoT network with a set of heterogeneous sensing devices and an intelligent mobile entity. The concept of the value of information is applied to study a joint path planning and user scheduling optimisation problem. We aim to maximise the network-level VoI under mobility and communication constraints. We formulate this problem as a Markov decision process (MDP), and an efficient algorithm based on reinforcement learning is proposed to solve this problem. Through numerical results, we show that the proposed method is able to capture the usefulness of data from both time and space dimensions. By exploiting the correlation property of the data source, the proposed method is suitable for applications in resource-limited networks." @default.
- W4386841428 created "2023-09-19" @default.
- W4386841428 creator A5001680231 @default.
- W4386841428 creator A5026106230 @default.
- W4386841428 creator A5091182564 @default.
- W4386841428 date "2023-09-15" @default.
- W4386841428 modified "2023-09-27" @default.
- W4386841428 title "Optimal Mobility and Communication Strategy to Maximize the Value of Information in IoT Networks" @default.
- W4386841428 doi "https://doi.org/10.48550/arxiv.2309.08297" @default.
- W4386841428 hasPublicationYear "2023" @default.
- W4386841428 type Work @default.
- W4386841428 citedByCount "0" @default.
- W4386841428 crossrefType "posted-content" @default.
- W4386841428 hasAuthorship W4386841428A5001680231 @default.
- W4386841428 hasAuthorship W4386841428A5026106230 @default.
- W4386841428 hasAuthorship W4386841428A5091182564 @default.
- W4386841428 hasBestOaLocation W43868414281 @default.
- W4386841428 hasConcept C105795698 @default.
- W4386841428 hasConcept C106189395 @default.
- W4386841428 hasConcept C120314980 @default.
- W4386841428 hasConcept C126255220 @default.
- W4386841428 hasConcept C154945302 @default.
- W4386841428 hasConcept C159886148 @default.
- W4386841428 hasConcept C206729178 @default.
- W4386841428 hasConcept C33923547 @default.
- W4386841428 hasConcept C41008148 @default.
- W4386841428 hasConcept C97541855 @default.
- W4386841428 hasConceptScore W4386841428C105795698 @default.
- W4386841428 hasConceptScore W4386841428C106189395 @default.
- W4386841428 hasConceptScore W4386841428C120314980 @default.
- W4386841428 hasConceptScore W4386841428C126255220 @default.
- W4386841428 hasConceptScore W4386841428C154945302 @default.
- W4386841428 hasConceptScore W4386841428C159886148 @default.
- W4386841428 hasConceptScore W4386841428C206729178 @default.
- W4386841428 hasConceptScore W4386841428C33923547 @default.
- W4386841428 hasConceptScore W4386841428C41008148 @default.
- W4386841428 hasConceptScore W4386841428C97541855 @default.
- W4386841428 hasLocation W43868414281 @default.
- W4386841428 hasOpenAccess W4386841428 @default.
- W4386841428 hasPrimaryLocation W43868414281 @default.
- W4386841428 hasRelatedWork W1556532828 @default.
- W4386841428 hasRelatedWork W1574991376 @default.
- W4386841428 hasRelatedWork W1882733036 @default.
- W4386841428 hasRelatedWork W1985560493 @default.
- W4386841428 hasRelatedWork W1991138660 @default.
- W4386841428 hasRelatedWork W1992741870 @default.
- W4386841428 hasRelatedWork W2160425906 @default.
- W4386841428 hasRelatedWork W2546696010 @default.
- W4386841428 hasRelatedWork W2937181779 @default.
- W4386841428 hasRelatedWork W3198564127 @default.
- W4386841428 isParatext "false" @default.
- W4386841428 isRetracted "false" @default.
- W4386841428 workType "article" @default.