PMID- 33801238 OWN - NLM STAT- PubMed-not-MEDLINE DCOM- 20210405 LR - 20210408 IS - 1424-8220 (Electronic) IS - 1424-8220 (Linking) VI - 21 IP - 5 DP - 2021 Mar 2 TI - Noise-Resilient Acoustic Low Energy Beacon for Proximity-Based Indoor Positioning Systems. LID - 10.3390/s21051703 [doi] LID - 1703 AB - Proximity-Based Indoor Positioning Systems (PIPSs) are a simple to install alternative in large facilities. Besides, these systems have a reduced computational cost on the mobile device of those users who do not continuously demand a high location accuracy. This work presents the design of an Acoustic Low Energy (ALE) beacon based on the emission of inaudible Linear Frequency Modulated (LFM) signals. This coding scheme provides high robustness to in-band noise, thus ensuring a reliable detection of the beacon at a practical range, after pulse compression. A series of experimental tests have been carried out with nine different Android devices to study the system performance. These tests have shown that the ALE beacon can be detected at one meter distance with signal-to-noise ratios as low as -12 dB. The tests have also demonstrated a detection rate above 80% for reception angles up to 50 degrees with respect to the beacon's acoustic axis at the same distance. Finally, a study of the ALE beacon energy consumption has been conducted demonstrating comparable power consumption to commercial Bluetooth Low Energy (BLE) beacons. Besides, the ALE beacon search can save up to 9% more battery of the Android devices than the BLE beacon scanning. FAU - Aguilera, Teodoro AU - Aguilera T AUID- ORCID: 0000-0001-9436-5999 AD - Sensory Systems Research Group, University of Extremadura, 06006 Badajoz, Spain. FAU - Aranda, Fernando J AU - Aranda FJ AUID- ORCID: 0000-0003-3824-3094 AD - Sensory Systems Research Group, University of Extremadura, 06006 Badajoz, Spain. FAU - Parralejo, Felipe AU - Parralejo F AUID- ORCID: 0000-0003-1739-829X AD - Sensory Systems Research Group, University of Extremadura, 06006 Badajoz, Spain. FAU - Gutierrez, Juan D AU - Gutierrez JD AUID- ORCID: 0000-0002-1024-6202 AD - Sensory Systems Research Group, University of Extremadura, 06006 Badajoz, Spain. FAU - Moreno, Jose A AU - Moreno JA AUID- ORCID: 0000-0001-9213-7642 AD - Sensory Systems Research Group, University of Extremadura, 06006 Badajoz, Spain. FAU - Alvarez, Fernando J AU - Alvarez FJ AUID- ORCID: 0000-0002-7610-1452 AD - Sensory Systems Research Group, University of Extremadura, 06006 Badajoz, Spain. LA - eng GR - 0246-LIMUS-4-E)/European Commission - POCTEP programme/ GR - RTI2018-095168-B-C54/Spanish Ministry of Science, Innovation and Universities/ GR - GR18038/Regional Government of Extremadura and ERDF-ESF/ PT - Journal Article DEP - 20210302 PL - Switzerland TA - Sensors (Basel) JT - Sensors (Basel, Switzerland) JID - 101204366 SB - IM PMC - PMC7958138 OTO - NOTNLM OT - acoustic beacon OT - location based services OT - proximity-based positioning COIS- The authors declare no conflict of interest. EDAT- 2021/04/04 06:00 MHDA- 2021/04/04 06:01 PMCR- 2021/03/02 CRDT- 2021/04/03 01:07 PHST- 2021/01/31 00:00 [received] PHST- 2021/02/19 00:00 [revised] PHST- 2021/02/24 00:00 [accepted] PHST- 2021/04/03 01:07 [entrez] PHST- 2021/04/04 06:00 [pubmed] PHST- 2021/04/04 06:01 [medline] PHST- 2021/03/02 00:00 [pmc-release] AID - s21051703 [pii] AID - sensors-21-01703 [pii] AID - 10.3390/s21051703 [doi] PST - epublish SO - Sensors (Basel). 2021 Mar 2;21(5):1703. doi: 10.3390/s21051703.