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Research on Indoor Positioning Algorithm Based on Information Fusion

  • Shandong Jianzhu University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

In order to make full use of the advantages brought by information fusion to improve the accuracy of indoor positioning, this paper proposes an indoor positioning algorithm based on Wi-Fi and video. The algorithm uses the received signal strength RSSI and video data as basic information. First, the model of the convolutional neural network is used to complete the fingerprint Wi-Fi indoor positioning based on RSSI and the YOLOv3 algorithm is used to detect moving targets at the same time in the same measured space. Then, based on the indoor positioning results of Wi-Fi, the indoor positioning results are transformed into the pixel coordinate system of moving object detection of the surveillance video at the same time through coordinate conversion, and the two types of target detection information are merged to complete the double positioning of moving objects. The experimental results show that under the premise that the timeliness can meet the requirements, the combination of the two methods improves the accuracy and location distribution.

Original languageEnglish
Title of host publication2020 IEEE 5th International Conference on Signal and Image Processing, ICSIP 2020
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages844-850
Number of pages7
ISBN (Electronic)9781728168968
DOIs
StatePublished - 23 Oct 2020
Externally publishedYes
Event5th IEEE International Conference on Signal and Image Processing, ICSIP 2020 - Virtual, Nanjing, China
Duration: 23 Oct 202025 Oct 2020

Publication series

Name2020 IEEE 5th International Conference on Signal and Image Processing, ICSIP 2020

Conference

Conference5th IEEE International Conference on Signal and Image Processing, ICSIP 2020
Country/TerritoryChina
CityVirtual, Nanjing
Period23/10/2025/10/20

Keywords

  • CNN
  • fingerprint positioning
  • information fusion
  • video positioning

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