OpenCSI: An Open-Source Dataset for Indoor Localization Using CSI-Based\n Fingerprinting
Arthur Gassner, Claudiu Musat, Alexandru Rusu, Andreas Burg
- Year
- 2021
- Citations
- 8
- Access
- Open access
Abstract
Many applications require accurate indoor localization. Fingerprint-based\nlocalization methods propose a solution to this problem, but rely on a radio\nmap that is effort-intensive to acquire. We automate the radio map acquisition\nphase using a software-defined radio (SDR) and a wheeled robot. Furthermore, we\nopen-source a radio map acquired with our automated tool for a 3GPP Long-Term\nEvolution (LTE) wireless link. To the best of our knowledge, this is the first\npublicly available radio map containing channel state information (CSI).\nFinally, we describe first localization experiments on this radio map using a\nconvolutional neural network to regress for location coordinates.\n
Keywords
Related papers
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
Artificial intelligence: a modern approach
1995
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991
A new optimizer using particle swarm theory
R.C. Eberhart, James Kennedy
2002