TY - JOUR
T1 - QoS Management and Performance Evaluation of LoRaWAN Using IEEE 2668 With Fuzzification
AU - Wei, Yang
AU - Tsang, Kim-Fung
PY - 2024/7/1
Y1 - 2024/7/1
N2 - The emerging of LoRaWAN creates huge benefits for various IoT applications in consumer markets, given its advantages of long range and low power consumption. Generally, different applications have different quality of service (QoS) requirements (e.g., PLR, latency, etc.). The diversity of QoS requirements makes it difficult to comprehensively and uniformly evaluate LoRaWAN performance. Additionally, the conventional QoS metrics do not directly reflect the users satisfaction for the specific application. To address these challenges, the Satisfaction IoT Index (SDex) based on the IEEE 2668 standard is proposed to evaluate LoRaWAN performance comprehensively and uniformly. Based on defined QoS metrics (i.e., PLR, latency, energy consumption, and coverage efficiency), SDex is established as a user-centric index to evaluate the users satisfaction degree for the specific application by measuring difference between practical and required performances. Besides, SDex-based fuzzy comprehensive evaluation (SDex-FCE) scheme is developed to grade the SDex score taking attribution uncertainty at adjacent levels into consideration. Finally, the best LoRaWAN configuration solution can be identified as the one with the highest SDex score. Experiments for case studies (i.e., smart metering and smart healthcare) are performed to illustrate the effectiveness of SDex and provide guidance for developers to choose the best LoRaWAN configuration solution. © 2024 IEEE.
AB - The emerging of LoRaWAN creates huge benefits for various IoT applications in consumer markets, given its advantages of long range and low power consumption. Generally, different applications have different quality of service (QoS) requirements (e.g., PLR, latency, etc.). The diversity of QoS requirements makes it difficult to comprehensively and uniformly evaluate LoRaWAN performance. Additionally, the conventional QoS metrics do not directly reflect the users satisfaction for the specific application. To address these challenges, the Satisfaction IoT Index (SDex) based on the IEEE 2668 standard is proposed to evaluate LoRaWAN performance comprehensively and uniformly. Based on defined QoS metrics (i.e., PLR, latency, energy consumption, and coverage efficiency), SDex is established as a user-centric index to evaluate the users satisfaction degree for the specific application by measuring difference between practical and required performances. Besides, SDex-based fuzzy comprehensive evaluation (SDex-FCE) scheme is developed to grade the SDex score taking attribution uncertainty at adjacent levels into consideration. Finally, the best LoRaWAN configuration solution can be identified as the one with the highest SDex score. Experiments for case studies (i.e., smart metering and smart healthcare) are performed to illustrate the effectiveness of SDex and provide guidance for developers to choose the best LoRaWAN configuration solution. © 2024 IEEE.
KW - Downlink
KW - fuzzy comprehensive evaluation
KW - IEEE 2668
KW - Internet of Things
KW - Logic gates
KW - LoRaWAN
KW - Measurement
KW - Performance evaluation
KW - QoS
KW - Quality of service
KW - Uplink
UR - http://www.scopus.com/inward/record.url?scp=85197507780&partnerID=8YFLogxK
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-85197507780&origin=recordpage
U2 - 10.1109/TCE.2024.3421546
DO - 10.1109/TCE.2024.3421546
M3 - RGC 21 - Publication in refereed journal
SN - 0098-3063
JO - IEEE Transactions on Consumer Electronics
JF - IEEE Transactions on Consumer Electronics
ER -