Adaptive Multi-Channels Allocation in LoRa Networks

In this paper, we consider an IoT dedicated network corresponding to a non licensed LoRa Low Power Wide Area Network. The LoRa network operates in the unlicensed 868 MHz band within a total bandwidth of 1 MHz divided into 8 orthogonal channels of 125 kHz each. Despite the high level of interference,...

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Published inIEEE access Vol. 8; pp. 214177 - 214189
Main Authors Yu, Yi, Mroueh, Lina, Duchemin, Diane, Goursaud, Claire, Vivier, Guillaume, Gorce, Jean-Marie, Terre, Michel
Format Journal Article
LanguageEnglish
Published Piscataway IEEE 2020
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN2169-3536
2169-3536
DOI10.1109/ACCESS.2020.3040765

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Abstract In this paper, we consider an IoT dedicated network corresponding to a non licensed LoRa Low Power Wide Area Network. The LoRa network operates in the unlicensed 868 MHz band within a total bandwidth of 1 MHz divided into 8 orthogonal channels of 125 kHz each. Despite the high level of interference, this network offers long range communications in the order of 2 to 5 km in urban areas and 10 to 30 km in rural areas. To efficiently mitigate this high level of interference, LoRa network essentially relies on a Chirp Spread Spectrum (CSS) modulation and on repetition diversity mechanisms. The LoRa CSS modulation spreads the signal within a band of 125 kHz using 6 possible spreading factors (from 7 to 12) to target data rates (starting from 5 kbps for the closest node to 300 bps for the furthest ones). The repetition diversity mechanisms enable the data recovery when the transmission is subject to bad channel conditions or/and high interference levels. Although the CSS modulation protects edge-cell's devices from the high level of interference induced by nodes in the proximity of the gateway, it fails to protect nodes at the edge of a given SF region and several trials are required to recover the packet. In this paper, we propose an adaptive multi-channels allocation policy that attributes multiple adjacent channels of 125 kHz for nodes situated at the edge of SF zones. We study the impact of this adaptive sub-band allocation on the gateways' intensities, the rate distribution and the power consumption. Our results are based on a statistical characterization of the interference in the network as well as the outage probability in a typical cell.
AbstractList In this paper, we consider an IoT dedicated network corresponding to a non licensed LoRa Low Power Wide Area Network. The LoRa network operates in the unlicensed 868 MHz band within a total bandwidth of 1 MHz divided into 8 orthogonal channels of 125 kHz each. Despite the high level of interference, this network offers long range communications in the order of 2 to 5 km in urban areas and 10 to 30 km in rural areas. To efficiently mitigate this high level of interference, LoRa network essentially relies on a Chirp Spread Spectrum (CSS) modulation and on repetition diversity mechanisms. The LoRa CSS modulation spreads the signal within a band of 125 kHz using 6 possible spreading factors (from 7 to 12) to target data rates (starting from 5 kbps for the closest node to 300 bps for the furthest ones). The repetition diversity mechanisms enable the data recovery when the transmission is subject to bad channel conditions or/and high interference levels. Although the CSS modulation protects edge-cell’s devices from the high level of interference induced by nodes in the proximity of the gateway, it fails to protect nodes at the edge of a given SF region and several trials are required to recover the packet. In this paper, we propose an adaptive multi-channels allocation policy that attributes multiple adjacent channels of 125 kHz for nodes situated at the edge of SF zones. We study the impact of this adaptive sub-band allocation on the gateways’ intensities, the rate distribution and the power consumption. Our results are based on a statistical characterization of the interference in the network as well as the outage probability in a typical cell.
Author Gorce, Jean-Marie
Mroueh, Lina
Yu, Yi
Goursaud, Claire
Terre, Michel
Duchemin, Diane
Vivier, Guillaume
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10.1177/1550147717699412
10.1561/1300000015
10.3390/s18072104
10.1109/TNET.2010.2100099
10.1109/EURCOM.2000.874794
10.1145/3293534
10.1109/TWC.2009.090105
10.1109/TIT.2005.858939
10.1561/1300000006
10.3390/s17081903
10.1109/TCOMM.2010.093010.090478
10.4108/eai.26-10-2015.150597
10.3390/s16091466
10.1109/ICECS.2018.8617880
10.3390/s18092853
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References ref13
ref24
ref12
andrews (ref15) 2016
ref23
baccelli (ref17) 2010; 2
sornin (ref14) 2016
ref20
ref11
ref22
ref10
ref21
(ref5) 0
ref19
ref18
(ref1) 0
ref7
(ref2) 0
ref9
(ref4) 0
baccelli (ref16) 2010; 1
(ref3) 0
ref6
petäjäjärvi (ref8) 2017; 13
References_xml – ident: ref13
  doi: 10.1109/LWC.2016.2647247
– volume: 13
  year: 2017
  ident: ref8
  article-title: Performance of a low-power wide-area network based on LoRa technology: Doppler robustness, scalability, and coverage
  publication-title: Int J Distrib Sensor Netw
  doi: 10.1177/1550147717699412
– year: 0
  ident: ref3
  publication-title: LoRaWAN Specification
– ident: ref20
  doi: 10.1561/1300000015
– ident: ref10
  doi: 10.3390/s18072104
– ident: ref18
  doi: 10.1109/TNET.2010.2100099
– year: 0
  ident: ref4
  publication-title: LoRaWAN Regional Parameters Specification
– year: 0
  ident: ref1
  publication-title: Ericsson website
– ident: ref23
  doi: 10.1109/EURCOM.2000.874794
– year: 2016
  ident: ref14
  publication-title: LoRaWAN Specification
– year: 2016
  ident: ref15
  article-title: A primer on cellular network analysis using stochastic geometry
  publication-title: arXiv 1604 03183
– year: 0
  ident: ref2
  publication-title: Semtech Website
– ident: ref11
  doi: 10.1145/3293534
– ident: ref19
  doi: 10.1109/TWC.2009.090105
– ident: ref22
  doi: 10.1109/TIT.2005.858939
– volume: 1
  start-page: 249
  year: 2010
  ident: ref16
  article-title: Stochastic geometry and wireless networks: Theory
  publication-title: Found Trends Netw
  doi: 10.1561/1300000006
– ident: ref7
  doi: 10.3390/s17081903
– ident: ref21
  doi: 10.1109/TCOMM.2010.093010.090478
– ident: ref12
  doi: 10.4108/eai.26-10-2015.150597
– year: 0
  ident: ref5
  publication-title: LoRa Alliance Website
– ident: ref9
  doi: 10.3390/s16091466
– volume: 2
  start-page: 1
  year: 2010
  ident: ref17
  article-title: Stochastic geometry and wireless networks:, Application
  publication-title: Found Trends Netw
– ident: ref24
  doi: 10.1109/ICECS.2018.8617880
– ident: ref6
  doi: 10.3390/s18092853
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SubjectTerms Bandwidth
Bandwidths
Cascading style sheets
Channels
Chirp
Chirp Spread Spectrum modulation
Data recovery
Electric power distribution
Engineering Sciences
Interference
Internet of Things
Logic gates
LoRa network
Low Power Wide Area Network (LPWAN)
Modulation
Nodes
Power consumption
Power management
Repetition
Resource management
Rural areas
spatial Poisson Point Process
Spread spectrum
Statistical analysis
stochastic geometry
Urban areas
Wide area networks
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Title Adaptive Multi-Channels Allocation in LoRa Networks
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