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Indoor people tracking based on dynamic weighted MultiDimensional scaling

  • Jose Maria Cabero
  • , Aritz Sanchez
  • , Fernando De La Torre
  • , Iñigo Arizaga
  • Fundación TECNALIA Research & Innovation
  • Carnegie Mellon University

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

12 Citas (Scopus)

Resumen

Accurate location of people in indoor environments is a key aspect of many applications such as resource management or security. In this paper, we explore the use of short-range radio technologies to track people indoors. The network consists of two kind of radio nodes: static nodes (anchors) and mobile nodes (people). From a set of sparse connectivity matrices (people vs. people and people vs. anchors) at each time instant and people's dynamics, we infer people's trajectories. To combine connectivity and dynamic information, we propose an extension of Multidimensional Scaling (MDS), Dynamic Weighted MDS (DWMDS), that finds an embedding of people's trajectories (x and y coordinates of people through time). DWMDS has proven to be more accurate and effective, especially for low connectivity degree networks (i.e. sparse networks), compared to existing location algorithms. Extensive simulations show the effectiveness and robustness of the proposed algorithm.

Idioma originalInglés
Título de la publicación alojadaMSWiM'07
Subtítulo de la publicación alojadaProceedings of the Tenth ACM Symposium on Modeling, Analysis, and Simulation of Wireless and Mobile Systems
Páginas328-335
Número de páginas8
DOI
EstadoPublicada - 2007
EventoMSWiM'07: 10th ACM Symposium on Modeling, Analysis, and Simulation of Wireless and Mobile Systems - Chania, Crete Island, Grecia
Duración: 22 oct 200726 oct 2007

Serie de la publicación

NombreMSWiM'07: Proceedings of the Tenth ACM Symposium on Modeling, Analysis, and Simulation of Wireless and Mobile Systems

Conferencia

ConferenciaMSWiM'07: 10th ACM Symposium on Modeling, Analysis, and Simulation of Wireless and Mobile Systems
País/TerritorioGrecia
CiudadChania, Crete Island
Período22/10/0726/10/07

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