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Recent Advances in LoRa: A Comprehensive Survey

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Published:29 November 2022Publication History
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Abstract

The vast demand for diverse applications raises new networking challenges, which have encouraged the development of a new paradigm of Internet of Things (IoT), e.g., LoRa. LoRa is a proprietary spread spectrum modulation technique that provides a solution for long-range and ultra-low power-consumption transmission. Due to promising prospects of LoRa, significant effort has been made on this compelling technology since its emergence. In this article, we provide a comprehensive survey of LoRa from a systematic perspective: LoRa analysis, communication, security, and its enabled applications. First, we summarize works focusing on analyzing the performance of LoRa networks. Then, we review studies enhancing the performance of LoRa networks in communication. Afterward, we analyze the security vulnerabilities and countermeasures. Finally, we survey the various LoRa-enabled applications. We also present comparisons of existing methods, together with insightful observations and inspiring future research directions.

REFERENCES

  1. [1] Abdelfadeel Khaled Q., Cionca Victor, and Pesch Dirk. 2018. Fair adaptive data rate allocation and power control in LoRaWAN. In IEEE 19th International Symposium on “A World of Wireless, Mobile and Multimedia Networks” (WoWMoM). IEEE, 1415.Google ScholarGoogle Scholar
  2. [2] Abdelfadeel Khaled Q., Zorbas Dimitrios, Cionca Victor, and Pesch Dirk. 2019. \( FREE \)–fine-grained scheduling for reliable and energy-efficient data collection in LoRaWAN. IEEE Internet Things J. 7, 1 (2019), 669683.Google ScholarGoogle ScholarCross RefCross Ref
  3. [3] Adjih Cedric, Baccelli Emmanuel, Fleury Eric, Harter Gaetan, Mitton Nathalie, Noel Thomas, Pissard-Gibollet Roger, Saint-Marcel Frederic, Schreiner Guillaume, Vandaele Julien, et al. 2015. FIT IoT-LAB: A large scale open experimental IoT testbed. In IEEE 2nd World Forum on Internet of Things (WF-IoT). IEEE, 459464.Google ScholarGoogle Scholar
  4. [4] Al-Shawabka Amani, Pietraski Philip, Pattar Sudhir B., Restuccia Francesco, and Melodia Tommaso. 2021. DeepLoRa: Fingerprinting LoRa devices at scale through deep learning and data augmentation. In 22nd International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing. 251260.Google ScholarGoogle Scholar
  5. [5] Amichi Licia, Kaneko Megumi, Fukuda Ellen Hidemi, Rachkidy Nancy El, and Guitton Alexandre. 2020. Joint allocation strategies of power and spreading factors with imperfect orthogonality in LoRa networks. IEEE Trans. Commun. 68, 6 (2020), 37503765.Google ScholarGoogle ScholarCross RefCross Ref
  6. [6] Aras Emekcan, Ramachandran Gowri Sankar, Lawrence Piers, and Hughes Danny. 2017. Exploring the security vulnerabilities of LoRa. In 3rd IEEE International Conference on Cybernetics (CYBCONF). IEEE, 16.Google ScholarGoogle ScholarCross RefCross Ref
  7. [7] Aras Emekcan, Small Nicolas, Ramachandran Gowri Sankar, Delbruel Stéphane, Joosen Wouter, and Hughes Danny. 2017. Selective jamming of LoRaWAN using commodity hardware. In 14th EAI International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services. 363372.Google ScholarGoogle ScholarDigital LibraryDigital Library
  8. [8] Augustin Aloÿs, Yi Jiazi, Clausen Thomas, and Townsley William Mark. 2016. A study of LoRa: Long range & low power networks for the internet of things. Sensors 16, 9 (2016), 1466.Google ScholarGoogle ScholarCross RefCross Ref
  9. [9] Balanuta Artur, Pereira Nuno, Kumar Swarun, and Rowe Anthony. 2020. A cloud-optimized link layer for low-power wide-area networks. In 18th International Conference on Mobile Systems, Applications, and Services. 247259.Google ScholarGoogle ScholarDigital LibraryDigital Library
  10. [10] Bansal Atul, Gadre Akshay, Singh Vaibhav, Rowe Anthony, Iannucci Bob, and Kumar Swarun. 2021. OwLL: Accurate LoRa localization using the TV whitespaces. In 20th International Conference on Information Processing in Sensor Networks (Co-located with CPS-IoT Week’21). 148162.Google ScholarGoogle ScholarDigital LibraryDigital Library
  11. [11] Beltramelli Luca, Mahmood Aamir, Österberg Patrik, Gidlund Mikael, Ferrari Paolo, and Sisinni Emiliano. 2021. Energy efficiency of slotted LoRaWAN communication with out-of-band synchronization. IEEE Trans. Instrum. Measur. 70 (2021), 111.Google ScholarGoogle ScholarCross RefCross Ref
  12. [12] Bianco Giulio Maria, Giuliano Romeo, Marrocco Gaetano, Mazzenga Franco, and Mejia-Aguilar Abraham. 2020. LoRa system for search and rescue: Path-loss models and procedures in mountain scenarios. IEEE Internet Things J. 8, 3 (2020), 19851999.Google ScholarGoogle ScholarCross RefCross Ref
  13. [13] Bomfin Roberto, Chafii Marwa, and Fettweis Gerhard. 2019. A novel modulation for IoT: PSK-LoRa. In IEEE 89th Vehicular Technology Conference (VTC’19-Spring). IEEE, 15.Google ScholarGoogle ScholarCross RefCross Ref
  14. [14] Bor Martin and Roedig Utz. 2017. LoRa transmission parameter selection. In 13th International Conference on Distributed Computing in Sensor Systems (DCOSS). IEEE, 2734.Google ScholarGoogle ScholarCross RefCross Ref
  15. [15] Bor Martin C., Roedig Utz, Voigt Thiemo, and Alonso Juan M.. 2016. Do LoRa low-power wide-area networks scale? In 19th ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems. 5967.Google ScholarGoogle ScholarDigital LibraryDigital Library
  16. [16] Bouguera Taoufik, Diouris Jean-François, Chaillout Jean-Jacques, Jaouadi Randa, and Andrieux Guillaume. 2018. Energy consumption model for sensor nodes based on LoRa and LoRaWAN. Sensors 18, 7 (2018), 2104.Google ScholarGoogle ScholarCross RefCross Ref
  17. [17] Butun Ismail, Pereira Nuno, and Gidlund Mikael. 2018. Analysis of LoRaWAN v1. 1 security. In 4th ACM MobiHoc Workshop on Experiences with the Design and Implementation of Smart Objects. 16.Google ScholarGoogle Scholar
  18. [18] Butun Ismail, Pereira Nuno, and Gidlund Mikael. 2019. Security risk analysis of LoRaWAN and future directions. Fut. Internet 11, 1 (2019), 3.Google ScholarGoogle ScholarCross RefCross Ref
  19. [19] Caruso Antonio, Chessa Stefano, Escolar Soledad, Barba Jesús, and López Juan Carlos. 2021. Collection of data with drones in precision agriculture: Analytical model and LoRa case study. IEEE Internet Things J. 8, 22 (2021), 16692–16704.Google ScholarGoogle ScholarCross RefCross Ref
  20. [20] Casals Lluís, Mir Bernat, Vidal Rafael, and Gomez Carles. 2017. Modeling the energy performance of LoRaWAN. Sensors 17, 10 (2017), 2364.Google ScholarGoogle ScholarCross RefCross Ref
  21. [21] Catherwood Philip A., Steele David, Little Mike, McComb Stephen, and McLaughlin James. 2018. A community-based IoT personalized wireless healthcare solution trial. IEEE J. Translat. Eng. Health Med. 6 (2018), 113.Google ScholarGoogle ScholarCross RefCross Ref
  22. [22] Centenaro Marco, Vangelista Lorenzo, Zanella Andrea, and Zorzi Michele. 2016. Long-range communications in unlicensed bands: The rising stars in the IoT and smart city scenarios. IEEE Wirel. Commun. 23, 5 (2016), 6067.Google ScholarGoogle ScholarDigital LibraryDigital Library
  23. [23] Chen Gonglong, Dong Wei, and Lv Jiamei. 2021. LoFi: Enabling 2.4 GHz LoRa and WiFi coexistence by detecting extremely weak signals. In IEEE Conference on Computer Communications. IEEE, 110.Google ScholarGoogle ScholarDigital LibraryDigital Library
  24. [24] Chen Lili, Xiong Jie, Chen Xiaojiang, Lee Sunghoon Ivan, Chen Kai, Han Dianhe, Fang Dingyi, Tang Zhanyong, and Wang Zheng. 2019. WideSee: Towards wide-area contactless wireless sensing. In 17th Conference on Embedded Networked Sensor Systems. 258270.Google ScholarGoogle ScholarDigital LibraryDigital Library
  25. [25] Chen Po-Yu, Bhatia Laksh, Kolcun Roman, Boyle David, and McCann Julie A.. 2020. Contact-aware opportunistic data forwarding in disconnected LoRaWAN mobile networks. In IEEE 40th International Conference on Distributed Computing Systems (ICDCS). IEEE, 574583.Google ScholarGoogle ScholarCross RefCross Ref
  26. [26] Chen Qian and Wang Jiliang. 2021. AlignTrack: Push the limit of LoRa collision decoding. In IEEE 29th International Conference on Network Protocols (ICNP). IEEE, 111.Google ScholarGoogle ScholarCross RefCross Ref
  27. [27] Chiani Marco and Elzanaty Ahmed. 2019. On the LoRa modulation for IoT: Waveform properties and spectral analysis. IEEE Internet Things J. 6, 5 (2019), 84638470.Google ScholarGoogle ScholarCross RefCross Ref
  28. [28] Choi Kwon Nung, Kolamunna Harini, Uyanwatta Akila, Thilakarathna Kanchana, Seneviratne Suranga, Holz Ralph, Hassan Mahbub, and Zomaya Albert Y.. 2020. LoRadar: LoRa sensor network monitoring through passive packet sniffing. ACM SIGCOMM Comput. Commun. Rev. 50, 4 (2020), 1024.Google ScholarGoogle ScholarDigital LibraryDigital Library
  29. [29] Cotrim Jeferson Rodrigues and Kleinschmidt João Henrique. 2020. LoRaWAN mesh networks: A review and classification of multihop communication. Sensors 20, 15 (2020), 4273.Google ScholarGoogle ScholarCross RefCross Ref
  30. [30] Croce Daniele, Gucciardo Michele, Mangione Stefano, Santaromita Giuseppe, and Tinnirello Ilenia. 2018. Impact of LoRa imperfect orthogonality: Analysis of link-level performance. IEEE Commun. Lett. 22, 4 (2018), 796799.Google ScholarGoogle ScholarCross RefCross Ref
  31. [31] Cuomo Francesca, Campo Manuel, Caponi Alberto, Bianchi Giuseppe, Rossini Giampaolo, and Pisani Patrizio. 2017. EXPLoRa: Extending the performance of LoRa by suitable spreading factor allocations. In IEEE 13th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob). IEEE, 18.Google ScholarGoogle ScholarCross RefCross Ref
  32. [32] Silva Jéssika C. da, Flor Daniel de L., Junior Vicente Angelo de Sousa, Bezerra Níbia Souza, and Medeiros Alvaro A. M. de. 2021. A survey of LoRaWAN simulation tools in ns-3. J. Commun. Inf. Syst. 36, 1 (2021), 1730.Google ScholarGoogle Scholar
  33. [33] Danish Syed Muhammad, Nasir Arfa, Qureshi Hassaan Khaliq, Ashfaq Ayesha Binte, Mumtaz Shahid, and Rodriguez Jonathan. 2018. Network intrusion detection system for jamming attack in LoRaWAN join procedure. In IEEE International Conference on Communications (ICC). IEEE, 16.Google ScholarGoogle ScholarCross RefCross Ref
  34. [34] Tomé Mauricio de Castro, Nardelli Pedro H. J., and Alves Hirley. 2018. Long-range low-power wireless networks and sampling strategies in electricity metering. IEEE Trans. Industr. Electron. 66, 2 (2018), 16291637.Google ScholarGoogle ScholarCross RefCross Ref
  35. [35] Deese Anthony S., Jesson Joe, Brennan Thomas, Hollain Steven, Stefanacci Patrick, Driscoll Emily, Dick Connor, Garcia Keith, Mosher Ryan, Rentsch Brian, et al. 2020. Long-term monitoring of smart city assets via Internet of Things and low-power wide-area networks. IEEE Internet Things J. 8, 1 (2020), 222231.Google ScholarGoogle ScholarCross RefCross Ref
  36. [36] Delgado Carmen, Sanz José María, Blondia Chris, and Famaey Jeroen. 2020. Batteryless LoRaWAN communications using energy harvesting: Modeling and characterization. IEEE Internet Things J. 8, 4 (2020), 26942711.Google ScholarGoogle ScholarCross RefCross Ref
  37. [37] Demetri Silvia, Zúñiga Marco, Picco Gian Pietro, Kuipers Fernando, Bruzzone Lorenzo, and Telkamp Thomas. 2019. Automated estimation of link quality for LoRa: A remote sensing approach. In 18th ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN). IEEE, 145156.Google ScholarGoogle ScholarDigital LibraryDigital Library
  38. [38] Dongare Adwait, Hesling Craig, Bhatia Khushboo, Balanuta Artur, Pereira Ricardo Lopes, Iannucci Bob, and Rowe Anthony. 2017. OpenChirp: A low-power wide-area networking architecture. In IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops). IEEE, 569574.Google ScholarGoogle ScholarCross RefCross Ref
  39. [39] Dongare Adwait, Narayanan Revathy, Gadre Akshay, Luong Anh, Balanuta Artur, Kumar Swarun, Iannucci Bob, and Rowe Anthony. 2018. Charm: Exploiting geographical diversity through coherent combining in low-power wide-area networks. In 17th ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN). IEEE, 6071.Google ScholarGoogle ScholarDigital LibraryDigital Library
  40. [40] Chall Rida El, Lahoud Samer, and Helou Melhem El. 2019. LoRaWAN network: Radio propagation models and performance evaluation in various environments in Lebanon. IEEE Internet Things J. 6, 2 (2019), 23662378.Google ScholarGoogle ScholarCross RefCross Ref
  41. [41] Eletreby Rashad, Zhang Diana, Kumar Swarun, and Yağan Osman. 2017. Empowering low-power wide area networks in urban settings. In Conference of the ACM Special Interest Group on Data Communication. 309321.Google ScholarGoogle ScholarDigital LibraryDigital Library
  42. [42] Elshabrawy Tallal and Robert Joerg. 2019. Interleaved chirp spreading LoRa-based modulation. IEEE Internet Things J. 6, 2 (2019), 38553863.Google ScholarGoogle ScholarCross RefCross Ref
  43. [43] Fahmida Sezana, Modekurthy Venkata P., Rahman Mahbubur, Saifullah Abusayeed, and Brocanelli Marco. 2020. Long-lived LoRa: Prolonging the lifetime of a LoRa network. In IEEE 28th International Conference on Network Protocols (ICNP). IEEE, 112.Google ScholarGoogle ScholarCross RefCross Ref
  44. [44] Feltrin Luca, Buratti Chiara, Vinciarelli Enrico, Bonis Roberto De, and Verdone Roberto. 2018. LoRaWAN: Evaluation of link-and system-level performance. IEEE Internet Things J. 5, 3 (2018), 22492258.Google ScholarGoogle ScholarCross RefCross Ref
  45. [45] Finnegan Joseph, Farrell Ronan, and Brown Stephen. 2020. Analysis and enhancement of the LoRaWAN adaptive data rate scheme. IEEE Internet Things J. 7, 8 (2020), 71717180.Google ScholarGoogle ScholarCross RefCross Ref
  46. [46] Finnegan Joseph, Niotaki Kyriaki, and Brown Stephen. 2020. Exploring the boundaries of ambient RF energy harvesting with LoRaWAN. IEEE Internet Things J. 8, 7 (2020), 57365743.Google ScholarGoogle ScholarCross RefCross Ref
  47. [47] Gadre Akshay, Narayanan Revathy, Luong Anh, Rowe Anthony, Iannucci Bob, and Kumar Swarun. 2020. Frequency configuration for low-power wide-area networks in a heartbeat. In 17th USENIX Symposium on Networked Systems Design and Implementation (NSDI 20). 339352.Google ScholarGoogle Scholar
  48. [48] Gadre Akshay, Yi Fan, Rowe Anthony, Iannucci Bob, and Kumar Swarun. 2020. Quick (and dirty) aggregate queries on low-power WANs. In 19th ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN). IEEE, 277288.Google ScholarGoogle ScholarCross RefCross Ref
  49. [49] Gamage Amalinda, Liando Jansen Christian, Gu Chaojie, Tan Rui, and Li Mo. 2020. LMAC: Efficient carrier-sense multiple access for LoRa. In 26th Annual International Conference on Mobile Computing and Networking. 113.Google ScholarGoogle ScholarDigital LibraryDigital Library
  50. [50] Gao Jiayao, Xu Weitao, Kanhere Salil, Jha Sanjay, Kim Jun Young, Huang Walter, and Hu Wen. 2021. A novel model-based security scheme for LoRa key generation. In 20th International Conference on Information Processing in Sensor Networks (co-located with CPS-IoT Week’21). 4761.Google ScholarGoogle ScholarDigital LibraryDigital Library
  51. [51] Gao Shang, Zhang Xuehui, Du Cuicui, and Ji Qian. 2019. A multichannel low-power wide-area network with high-accuracy synchronization ability for machine vibration monitoring. IEEE Internet Things J. 6, 3 (2019), 50405047.Google ScholarGoogle ScholarCross RefCross Ref
  52. [52] Gao Weifeng, Du Wan, Zhao Zhiwei, Min Geyong, and Singhal Mukesh. 2019. Towards energy-fairness in LoRa networks. In IEEE 39th International Conference on Distributed Computing Systems (ICDCS). IEEE, 788798.Google ScholarGoogle ScholarCross RefCross Ref
  53. [53] Gao Weifeng, Zhao Zhiwei, and Min Geyong. 2020. AdapLoRa: Resource adaptation for maximizing network lifetime in LoRa networks. In IEEE 28th International Conference on Network Protocols (ICNP). IEEE, 111.Google ScholarGoogle ScholarCross RefCross Ref
  54. [54] Gao Yi, Zhang Jiadong, Guan Gaoyang, and Dong Wei. 2020. LinkLab: A scalable and heterogeneous testbed for remotely developing and experimenting IoT applications. In IEEE/ACM 5th International Conference on Internet-of-Things Design and Implementation (IoTDI). IEEE, 176188.Google ScholarGoogle ScholarCross RefCross Ref
  55. [55] Georgiou Orestis and Raza Usman. 2017. Low power wide area network analysis: Can LoRa scale?IEEE Wirel. Commun. Lett. 6, 2 (2017), 162165.Google ScholarGoogle ScholarDigital LibraryDigital Library
  56. [56] Gkotsiopoulos Panagiotis, Zorbas Dimitrios, and Douligeris Christos. 2021. Performance determinants in LoRa networks: A literature review. IEEE Commun. Surv. Tutor. 23, 3 (2021), 1721–1758.Google ScholarGoogle ScholarCross RefCross Ref
  57. [57] Gu Chaojie, Jiang Linshan, Tan Rui, Li Mo, and Huang Jun. 2021. Attack-aware synchronization-free data timestamping in LoRaWAN. ACM Trans. Sensor Netw. 18, 1 (2021), 131.Google ScholarGoogle ScholarDigital LibraryDigital Library
  58. [58] Gu Chaojie, Tan Rui, and Lou Xin. 2019. One-hop out-of-band control planes for multi-hop wireless sensor networks. ACM Trans. Sensor Netw. 15, 4 (2019), 129.Google ScholarGoogle ScholarDigital LibraryDigital Library
  59. [59] Guo Xiuzhen, Shangguan Longfei, He Yuan, Zhang Jia, Jiang Haotian, Siddiqi Awais Ahmad, and Liu Yunhao. 2020. Aloba: Rethinking ON-OFF keying modulation for ambient LoRa backscatter. In 18th Conference on Embedded Networked Sensor Systems. 192204.Google ScholarGoogle ScholarDigital LibraryDigital Library
  60. [60] Han Jialuo and Wang Jidong. 2018. An enhanced key management scheme for LoRaWAN. Cryptography 2, 4 (2018), 34.Google ScholarGoogle ScholarCross RefCross Ref
  61. [61] Hanif Muhammad and Nguyen Ha H.. 2020. Slope-shift keying LoRa-based modulation. IEEE Internet Things J. 8, 1 (2020), 211221.Google ScholarGoogle ScholarCross RefCross Ref
  62. [62] Haxhibeqiri Jetmir, Poorter Eli De, Moerman Ingrid, and Hoebeke Jeroen. 2018. A survey of LoRaWAN for IoT: From technology to application. Sensors 18, 11 (2018), 3995.Google ScholarGoogle ScholarCross RefCross Ref
  63. [63] Haxhibeqiri Jetmir, Moerman Ingrid, and Hoebeke Jeroen. 2018. Low overhead scheduling of LoRa transmissions for improved scalability. IEEE Internet Things J. 6, 2 (2018), 30973109.Google ScholarGoogle ScholarCross RefCross Ref
  64. [64] Hessar Mehrdad, Najafi Ali, and Gollakota Shyamnath. 2019. NetScatter: Enabling large-scale backscatter networks. In 16th USENIX Symposium on Networked Systems Design and Implementation (NSDI’19). 271284.Google ScholarGoogle Scholar
  65. [65] Hessar Mehrdad, Najafi Ali, Iyer Vikram, and Gollakota Shyamnath. 2020. TinySDR: Low-power SDR platform for over-the-air programmable IoT testbeds. In 17th USENIX Symposium on Networked Systems Design and Implementation (NSDI’20). 10311046.Google ScholarGoogle Scholar
  66. [66] Hessel Frank, Almon Lars, and Álvarez Flor. 2020. ChirpOTLE: A framework for practical LoRaWAN security evaluation. In 13th ACM Conference on Security and Privacy in Wireless and Mobile Networks. 306316.Google ScholarGoogle ScholarDigital LibraryDigital Library
  67. [67] Hou Lu, Zheng Kan, Liu Zhiming, Xu Xiaojun, and Wu Tao. 2020. Design and prototype implementation of a blockchain-enabled LoRa system with edge computing. IEEE Internet Things J. 8, 4 (2020), 2419–2430.Google ScholarGoogle Scholar
  68. [68] Hou Ningning, Xia Xianjin, and Zheng Yuanqing. 2021. Jamming of LoRa PHY and countermeasure. In IEEE Conference on Computer Communications. IEEE, 110.Google ScholarGoogle ScholarDigital LibraryDigital Library
  69. [69] Hou Ningning and Zheng Yuanqing. 2020. CloakLoRa: A covert channel over LoRa phy. In IEEE 28th International Conference on Network Protocols (ICNP). IEEE, 111.Google ScholarGoogle ScholarCross RefCross Ref
  70. [70] Hu Anzhong, Lv Tiejun, Gao Hui, Zhang Zhang, and Yang Shaoshi. 2014. An ESPRIT-based approach for 2-D localization of incoherently distributed sources in massive MIMO systems. IEEE J. Select. Topics Sig. Process. 8, 5 (2014), 9961011.Google ScholarGoogle ScholarCross RefCross Ref
  71. [71] Hu Bin, Yin Zhimeng, Wang Shuai, Xu Zhuqing, and He Tian. 2020. SCLoRa: Leveraging multi-dimensionality in decoding collided LoRa transmissions. In IEEE 28th International Conference on Network Protocols (ICNP). IEEE, 111.Google ScholarGoogle ScholarCross RefCross Ref
  72. [72] Ihirri Soukaina, Sabir Essaid, Errami Ahmed, and Khaldoun Mohamed. 2019. A scalable slotted aloha for massive IoT: A throughput analysis. In 15th International Wireless Communications & Mobile Computing Conference (IWCMC). IEEE, 508513.Google ScholarGoogle ScholarCross RefCross Ref
  73. [73] Jiang Haotian, Zhang Jiacheng, Guo Xiuzhen, and He Yuan. 2021. Sense me on the ride: Accurate mobile sensing over a LoRa backscatter channel. In 19th ACM Conference on Embedded Networked Sensor Systems. 125137.Google ScholarGoogle ScholarDigital LibraryDigital Library
  74. [74] Jiang Jinyan, Xu Zhenqiang, Dang Fan, and Wang Jiliang. 2021. Long-range ambient LoRa backscatter with parallel decoding. In 27th Annual International Conference on Mobile Computing and Networking. 684696.Google ScholarGoogle ScholarDigital LibraryDigital Library
  75. [75] Jiang Yu, Peng Linning, Hu Aiqun, Wang Sheng, Huang Yi, and Zhang Lu. 2019. Physical layer identification of LoRa devices using constellation trace figure. EURASIP J. Wirel. Commun. Netw. 2019, 1 (2019), 111.Google ScholarGoogle ScholarDigital LibraryDigital Library
  76. [76] Junejo Aisha Kanwal, Benkhelifa Fatma, Wong Boon, and McCann Julie A.. 2021. LoRa-LiSK: A lightweight shared secret key generation scheme for LoRa networks. IEEE Internet Things J. 9, 6 (2021), 4110–4124.Google ScholarGoogle Scholar
  77. [77] Katanbaf Mohamad, Weinand Anthony, and Talla Vamsi. 2021. Simplifying backscatter deployment: Full-duplex LoRa backscatter. In 18th USENIX Symposium on Networked Systems Design and Implementation (NSDI’21). 955972.Google ScholarGoogle Scholar
  78. [78] Kim Jaehyu and Song JooSeok. 2017. A dual key-based activation scheme for secure LoRaWAN. Wirel. Commun. Mob. Comput. 2017 (2017). DOI:Google ScholarGoogle ScholarCross RefCross Ref
  79. [79] Kim Jaehyu and Song JooSeok. 2017. A simple and efficient replay attack prevention scheme for LoRaWAN. In 7th International Conference on Communication and Network Security. 3236.Google ScholarGoogle ScholarDigital LibraryDigital Library
  80. [80] Kouvelas Nikolaos, Rao Vijay S., Prasad R. Venkatesha, Tawde Gauri, and Langendoen Koen. 2020. p-CARMA: Politely scaling LoRaWAN. In International Conference on Embedded Wireless Systems and Networks. 2536.Google ScholarGoogle Scholar
  81. [81] Kufakunesu Rachel, Hancke Gerhard P., and Abu-Mahfouz Adnan M.. 2020. A survey on adaptive data rate optimization in LoRaWAN: Recent solutions and major challenges. Sensors 20, 18 (2020), 5044.Google ScholarGoogle ScholarCross RefCross Ref
  82. [82] Lam Ka-Ho, Cheung Chi-Chung, and Lee Wah-Ching. 2019. RSSI-based LoRa localization systems for large-scale indoor and outdoor environments. IEEE Trans. Vehic. Technol. 68, 12 (2019), 1177811791.Google ScholarGoogle ScholarCross RefCross Ref
  83. [83] Lee Huang-Chen and Ke Kai-Hsiang. 2018. Monitoring of large-area IoT sensors using a LoRa wireless mesh network system: Design and evaluation. IEEE Trans. Instrum. Measur. 67, 9 (2018), 21772187.Google ScholarGoogle ScholarCross RefCross Ref
  84. [84] Leonardi Luca, Battaglia Filippo, and Bello Lucia Lo. 2019. RT-LoRa: A medium access strategy to support real-time flows over LoRa-based networks for industrial IoT applications. IEEE Internet Things J. 6, 6 (2019), 1081210823.Google ScholarGoogle ScholarCross RefCross Ref
  85. [85] Li Chenning and Cao Zhichao. 2022. LoRa networking techniques for large-scale and long-term IoT: A down-to-top survey. ACM Comput. Surv. 55, 3 (2022), 136.Google ScholarGoogle Scholar
  86. [86] Li Chenning, Guo Hanqing, Tong Shuai, Zeng Xiao, Cao Zhichao, Zhang Mi, Yan Qiben, Xiao Li, Wang Jiliang, and Liu Yunhao. 2021. NELoRa: Towards ultra-low SNR LoRa communication with neural-enhanced demodulation. In ACM Conference on Embedded Networked Sensor Systems (SenSys’21).Google ScholarGoogle ScholarDigital LibraryDigital Library
  87. [87] Li Yinghui, Yang Jing, and Wang Jiliang. 2020. DyLoRa: Towards energy efficient dynamic LoRa transmission control. In IEEE Conference on Computer Communications. IEEE, 23122320.Google ScholarGoogle ScholarDigital LibraryDigital Library
  88. [88] Li Zhijun and Chen Yongrui. 2019. Achieving universal low-power wide-area networks on existing wireless devices. In IEEE 27th International Conference on Network Protocols (ICNP). IEEE, 111.Google ScholarGoogle ScholarCross RefCross Ref
  89. [89] Liando Jansen C., Gamage Amalinda, Tengourtius Agustinus W., and Li Mo. 2019. Known and unknown facts of LoRa: Experiences from a large-scale measurement study. ACM Trans. Sensor Netw. 15, 2 (2019), 135.Google ScholarGoogle ScholarDigital LibraryDigital Library
  90. [90] Lin Jun, Shen Zhiqi, and Miao Chunyan. 2017. Using blockchain technology to build trust in sharing LoRaWAN IoT. In 2nd International Conference on Crowd Science and Engineering. 3843.Google ScholarGoogle ScholarDigital LibraryDigital Library
  91. [91] Lin Yuxiang, Dong Wei, Gao Yi, and Gu Tao. 2021. SateLoc: A virtual fingerprinting approach to outdoor LoRa localization using satellite images. ACM Trans. Sensor Netw. 17, 4 (2021), 128.Google ScholarGoogle ScholarDigital LibraryDigital Library
  92. [92] Liu Jun, Gao Jiayao, Jha Sanjay, and Hu Wen. 2021. Seirios: Leveraging multiple channels for LoRaWAN indoor and outdoor localization. In 27th Annual International Conference on Mobile Computing and Networking. 656669.Google ScholarGoogle ScholarDigital LibraryDigital Library
  93. [93] Liu Jun, Xu Weitao, Jha Sanjay, and Hu Wen. 2020. Nephalai: Towards LPWAN C-RAN with physical layer compression. In 26th Annual International Conference on Mobile Computing and Networking. 112.Google ScholarGoogle ScholarDigital LibraryDigital Library
  94. [94] Liu Li, Yao Yuguang, Cao Zhichao, and Zhang Mi. 2021. DeepLoRa: Learning accurate path loss model for long distance links in LPWAN. In Proceedings of IEEE Conference on Computer Communications.Google ScholarGoogle ScholarDigital LibraryDigital Library
  95. [95] Liu Ruofeng, Yin Zhimeng, Jiang Wenchao, and He Tian. 2020. XFi: Cross-technology IoT data collection via commodity WiFi. In IEEE 28th International Conference on Network Protocols (ICNP). IEEE, 111.Google ScholarGoogle ScholarCross RefCross Ref
  96. [96] Liu Xiaolan, Qin Zhijin, Gao Yue, and McCann Julie A.. 2019. Resource allocation in wireless powered IoT networks. IEEE Internet Things J. 6, 3 (2019), 49354945.Google ScholarGoogle ScholarCross RefCross Ref
  97. [97] Lone Qasim, Dublé Etienne, Rousseau Franck, Moerman Ingrid, Giannoulis Spilios, and Duda Andrzej. 2018. WiSH-WalT: A framework for controllable and reproducible LoRa testbeds. In IEEE 29th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC). IEEE, 17.Google ScholarGoogle Scholar
  98. [98] Loubany Ali, Lahoud Samer, and Chall Rida El. 2020. Adaptive algorithm for spreading factor selection in LoRaWAN networks with multiple gateways. Comput. Netw. 182 (2020), 107491.Google ScholarGoogle ScholarCross RefCross Ref
  99. [99] Ma Yongsen, Zhou Gang, and Wang Shuangquan. 2019. WiFi sensing with channel state information: A survey. ACM Comput. Surv. 52, 3 (2019), 136.Google ScholarGoogle ScholarDigital LibraryDigital Library
  100. [100] Magno Michele, Aoudia Faycal Ait, Gautier Matthieu, Berder Olivier, and Benini Luca. 2017. WULoRa: An energy efficient IoT end-node for energy harvesting and heterogeneous communication. In Design, Automation & Test in Europe Conference & Exhibition (DATE). IEEE, 15281533.Google ScholarGoogle ScholarCross RefCross Ref
  101. [101] Magrin Davide, Centenaro Marco, and Vangelista Lorenzo. 2017. Performance evaluation of LoRa networks in a smart city scenario. In IEEE International Conference on Communications (ICC). IEEE, 17.Google ScholarGoogle ScholarCross RefCross Ref
  102. [102] Mahmood Aamir, Sisinni Emiliano, Guntupalli Lakshmikanth, Rondón Raúl, Hassan Syed Ali, and Gidlund Mikael. 2018. Scalability analysis of a LoRa network under imperfect orthogonality. IEEE Trans. Industr. Inform. 15, 3 (2018), 14251436.Google ScholarGoogle ScholarCross RefCross Ref
  103. [103] Marais Jaco M., Malekian Reza, and Abu-Mahfouz Adnan M.. 2017. LoRa and LoRaWAN testbeds: A review. In IEEE Africon. IEEE, 14961501.Google ScholarGoogle Scholar
  104. [104] Marcelis Paul, Kouvelas Nikolaos, Rao Vijay S., and Prasad Venkatesha. 2020. DaRe: Data recovery through application layer coding for LoRaWAN. IEEE Trans. Mob. Comput. 21, 3 (2020), 895–910.Google ScholarGoogle Scholar
  105. [105] Marini Riccardo, Cerroni Walter, and Buratti Chiara. 2020. A novel collision-aware adaptive data rate algorithm for LoRaWAN networks. IEEE Internet Things J. 8, 4 (2020), 2670–2680.Google ScholarGoogle Scholar
  106. [106] Marini Riccardo, Mikhaylov Konstantin, Pasolini Gianni, and Buratti Chiara. 2021. LoRaWANSim: A flexible simulator for LoRaWAN networks. Sensors 21, 3 (2021), 695.Google ScholarGoogle ScholarCross RefCross Ref
  107. [107] Medeisis Arturas and Kajackas Algimantas. 2000. On the use of the universal Okumura-Hata propagation prediction model in rural areas. In IEEE 51st Vehicular Technology Conference Proceedings. IEEE, 18151818.Google ScholarGoogle ScholarCross RefCross Ref
  108. [108] Mikhaylov Konstantin, Petaejaejaervi Juha, and Haenninen Tuomo. 2016. Analysis of capacity and scalability of the LoRa low power wide area network technology. In 22nd European Wireless Conference. VDE, 16.Google ScholarGoogle Scholar
  109. [109] Mu Di, Chen Yitian, Shi Junyang, and Sha Mo. 2020. Runtime control of LoRa spreading factor for campus shuttle monitoring. In IEEE 28th International Conference on Network Protocols (ICNP). IEEE, 111.Google ScholarGoogle ScholarCross RefCross Ref
  110. [110] Na SeungJae, Hwang DongYeop, Shin WoonSeob, and Kim Ki-Hyung. 2017. Scenario and countermeasure for replay attack using join request messages in LoRaWAN. In International Conference on Information Networking (ICOIN). IEEE, 718720.Google ScholarGoogle Scholar
  111. [111] Nandakumar Rajalakshmi, Iyer Vikram, and Gollakota Shyamnath. 2018. 3D localization for sub-centimeter sized devices. In 16th ACM Conference on Embedded Networked Sensor Systems. 108119.Google ScholarGoogle ScholarDigital LibraryDigital Library
  112. [112] Nguyen Tung T., Nguyen Ha H., Barton Robert, and Grossetete Patrick. 2019. Efficient design of chirp spread spectrum modulation for low-power wide-area networks. IEEE Internet Things J. 6, 6 (2019), 95039515.Google ScholarGoogle ScholarCross RefCross Ref
  113. [113] Niya Sina Rafati, Jha Sanjiv S., Bocek Thomas, and Stiller Burkhard. 2018. Design and implementation of an automated and decentralized pollution monitoring system with blockchains, smart contracts, and LoRaWAN. In IEEE/IFIP Network Operations and Management Symposium. IEEE, 14.Google ScholarGoogle Scholar
  114. [114] Noura Hassan, Hatoum Tarif, Salman Ola, Yaacoub Jean-Paul, and Chehab Ali. 2020. LoRaWAN security survey: Issues, threats and possible mitigation techniques. Internet Things 12 (2020), 100303.Google ScholarGoogle ScholarCross RefCross Ref
  115. [115] Ochoa Moises Nunez, Guizar Arturo, Maman Mickael, and Duda Andrzej. 2017. Evaluating LoRa energy efficiency for adaptive networks: From star to mesh topologies. In IEEE 13th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob). IEEE, 18.Google ScholarGoogle ScholarCross RefCross Ref
  116. [116] Ortín Jorge, Cesana Matteo, and Redondi Alessandro. 2019. Augmenting LoRaWAN performance with listen before talk. IEEE Trans. Wirel. Commun. 18, 6 (2019), 31133128.Google ScholarGoogle ScholarCross RefCross Ref
  117. [117] Park Junhyun, Park Kunho, Bae Hyeongho, and Kim Chong-Kwon. 2020. EARN: Enhanced ADR with coding rate adaptation in LoRaWAN. IEEE Internet Things J. 7, 12 (2020), 1187311883.Google ScholarGoogle ScholarCross RefCross Ref
  118. [118] Pasolini Gianni, Buratti Chiara, Feltrin Luca, Zabini Flavio, Castro Cristina De, Verdone Roberto, and Andrisano Oreste. 2018. Smart city pilot projects using LoRa and IEEE802. 15.4 technologies. Sensors 18, 4 (2018), 1118.Google ScholarGoogle ScholarCross RefCross Ref
  119. [119] Peng Yao, Shangguan Longfei, Hu Yue, Qian Yujie, Lin Xianshang, Chen Xiaojiang, Fang Dingyi, and Jamieson Kyle. 2018. PLoRa: A passive long-range data network from ambient LoRa transmissions. In Conference of the ACM Special Interest Group on Data Communication. 147160.Google ScholarGoogle ScholarDigital LibraryDigital Library
  120. [120] Petäjäjärvi Juha, Mikhaylov Konstantin, Pettissalo Marko, Janhunen Janne, and Iinatti Jari. 2017. Performance of a low-power wide-area network based on LoRa technology: Doppler robustness, scalability, and coverage. Int. J. Distrib. Sensor Netw. 13, 3 (2017), 1550147717699412.Google ScholarGoogle ScholarCross RefCross Ref
  121. [121] Piyare Rajeev, Murphy Amy L., Magno Michele, and Benini Luca. 2018. On-demand LoRa: Asynchronous TDMA for energy efficient and low latency communication in IoT. Sensors 18, 11 (2018), 3718.Google ScholarGoogle ScholarCross RefCross Ref
  122. [122] Polonelli Tommaso, Brunelli Davide, Marzocchi Achille, and Benini Luca. 2019. Slotted ALOHA on LoRaWAN-design, analysis, and deployment. Sensors 19, 4 (2019), 838.Google ScholarGoogle ScholarCross RefCross Ref
  123. [123] Rady Mina, Hafeez Maryam, and Zaidi Syed Ali Raza. 2019. Computational methods for network-aware and network-agnostic IoT low power wide area networks (LPWANs). IEEE Internet Things J. 6, 3 (2019), 57325744.Google ScholarGoogle ScholarCross RefCross Ref
  124. [124] Ramirez Ceferino Gabriel, Sergeyev Anton, Dyussenova Assya, and Iannucci Bob. 2019. LongShoT: Long-range synchronization of time. In 18th International Conference on Information Processing in Sensor Networks. 289300.Google ScholarGoogle ScholarDigital LibraryDigital Library
  125. [125] Ramson S. R. Jino, León-Salas Walter D., Brecheisen Zachary, Foster Erika J., Johnston Cliff T., Schulze Darrell G., Filley Timothy, Rahimi Rahim, Soto Martín Juan Carlos Villalta, Bolivar Juan A. Lopa, et al. 2021. A self-powered, real-time, LoRaWAN IoT-based soil health monitoring system. IEEE Internet Things J. 8, 11 (2021), 92789293.Google ScholarGoogle ScholarCross RefCross Ref
  126. [126] Rawat Arvind Singh, Rajendran Jagadheswaran, Ramiah Harikrishnan, and Rana Arti. 2020. LORA (long range) and LORAWAN technology for IoT applications in Covid-19 pandemic. In International Conference on Advances in Computing, Communication & Materials (ICACCM). IEEE, 419422.Google ScholarGoogle ScholarCross RefCross Ref
  127. [127] Reynders Brecht, Meert Wannes, and Pollin Sofie. 2017. Power and spreading factor control in low power wide area networks. In IEEE International Conference on Communications (ICC). IEEE, 16.Google ScholarGoogle ScholarCross RefCross Ref
  128. [128] Reynders Brecht and Pollin Sofie. 2016. Chirp spread spectrum as a modulation technique for long range communication. In Symposium on Communications and Vehicular Technologies (SCVT). IEEE, 15.Google ScholarGoogle Scholar
  129. [129] Reynders Brecht, Wang Qing, Tuset-Peiro Pere, Vilajosana Xavier, and Pollin Sofie. 2018. Improving reliability and scalability of LoRaWANs through lightweight scheduling. IEEE Internet Things J. 5, 3 (2018), 18301842.Google ScholarGoogle Scholar
  130. [130] Rizzi Mattia, Ferrari Paolo, Flammini Alessandra, and Sisinni Emiliano. 2017. Evaluation of the IoT LoRaWAN solution for distributed measurement applications. IEEE Trans. Instrum. Measur. 66, 12 (2017), 33403349.Google ScholarGoogle ScholarCross RefCross Ref
  131. [131] Rizzi Mattia, Ferrari Paolo, Flammini Alessandra, Sisinni Emiliano, and Gidlund Mikael. 2017. Using LoRa for industrial wireless networks. In IEEE 13th International Workshop on Factory Communication Systems (WFCS). IEEE, 14.Google ScholarGoogle Scholar
  132. [132] Robyns Pieter, Marin Eduard, Lamotte Wim, Quax Peter, Singelée Dave, and Preneel Bart. 2017. Physical-layer fingerprinting of LoRa devices using supervised and zero-shot learning. In 10th ACM Conference on Security and Privacy in Wireless and Mobile Networks. 5863.Google ScholarGoogle ScholarDigital LibraryDigital Library
  133. [133] Ruotsalainen Henri, Zhang Junqing, and Grebeniuk Stepan. 2019. Experimental investigation on wireless key generation for low-power wide-area networks. IEEE Internet Things J. 7, 3 (2019), 17451755.Google ScholarGoogle ScholarCross RefCross Ref
  134. [134] Schiller Eryk, Weber Silas, and Stiller Burkhard. 2020. Design and evaluation of an SDR-based LoRa cloud radio access network. In 16th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob). IEEE, 17.Google ScholarGoogle ScholarCross RefCross Ref
  135. [135] Shahid Muhammad Osama, Philipose Millan, Chintalapudi Krishna, Banerjee Suman, and Krishnaswamy Bhuvana. 2021. Concurrent interference cancellation: Decoding multi-packet collisions in LoRa. In ACM SIGCOMM Conference. 503515.Google ScholarGoogle ScholarDigital LibraryDigital Library
  136. [136] Sharma Vishal, You Ilsun, Pau Giovanni, Collotta Mario, Lim Jae Deok, and Kim Jeong Nyeo. 2018. LoRaWAN-based energy-efficient surveillance by drones for intelligent transportation systems. Energies 11, 3 (2018), 573.Google ScholarGoogle ScholarCross RefCross Ref
  137. [137] Shen Cheng, Liu Tian, Huang Jun, and Tan Rui. 2021. When LoRa meets EMR: Electromagnetic covert channels can be super resilient. In IEEE Symposium on Security and Privacy (SP). IEEE, 13041317.Google ScholarGoogle Scholar
  138. [138] Shen Guanxiong, Zhang Junqing, Marshall Alan, Peng Linning, and Wang Xianbin. 2021. Radio frequency fingerprint identification for LoRa using spectrogram and CNN. In IEEE Conference on Computer Communications. IEEE, 110.Google ScholarGoogle ScholarDigital LibraryDigital Library
  139. [139] Shi Junyang, Mu Di, and Sha Mo. 2021. Enabling cross-technology communication from LoRa to ZigBee via payload encoding in sub-1 GHz bands. ACM Trans. Sensor Netw. 18, 1 (2021), 126.Google ScholarGoogle ScholarDigital LibraryDigital Library
  140. [140] Slabicki Mariusz, Premsankar Gopika, and Francesco Mario Di. 2018. Adaptive configuration of LoRa networks for dense IoT deployments. In IEEE/IFIP Network Operations and Management Symposium. IEEE, 19.Google ScholarGoogle Scholar
  141. [141] Song Guochao, Yang Hang, Wang Wei, and Jiang Tao. 2020. Reliable wide-area backscatter via channel polarization. In IEEE Conference on Computer Communications. IEEE, 13001308.Google ScholarGoogle ScholarDigital LibraryDigital Library
  142. [142] Su Binbin, Qin Zhijin, and Ni Qiang. 2020. Energy efficient uplink transmissions in LoRa networks. IEEE Trans. Commun. 68, 8 (2020), 49604972.Google ScholarGoogle ScholarCross RefCross Ref
  143. [143] Sun Kai, Yin Zhimeng, Chen Weiwei, Wang Shuai, Zhang Zeyu, and He Tian. 2021. Partial symbol recovery for interference resilience in low-power wide area networks. In IEEE 29th International Conference on Network Protocols (ICNP). IEEE, 111.Google ScholarGoogle ScholarCross RefCross Ref
  144. [144] Sun Yuyi, Chen Jiming, He Shibo, and Shi Zhiguo. 2020. High-confidence gateway planning and performance evaluation of a hybrid LoRa network. IEEE Internet Things J. 8, 2 (2020), 10711081.Google ScholarGoogle ScholarCross RefCross Ref
  145. [145] Sun Zehua, Ke Qiuhong, Rahmani Hossein, Bennamoun Mohammed, Wang Gang, and Liu Jun. 2020. Human action recognition from various data modalities: A review. arXiv preprint arXiv:2012.11866 (2020).Google ScholarGoogle Scholar
  146. [146] Sundaram Jothi Prasanna Shanmuga, Du Wan, and Zhao Zhiwei. 2019. A survey on LoRa networking: Research problems, current solutions, and open issues. IEEE Commun. Surv. Tutor. 22, 1 (2019), 371388.Google ScholarGoogle ScholarDigital LibraryDigital Library
  147. [147] Sung Woo-Jin, Ahn Hyeong-Geun, Kim Jong-Beom, and Choi Seong-Gon. 2018. Protecting end-device from replay attack on LoRaWAN. In 20th International Conference on Advanced Communication Technology (ICACT). IEEE, 167171.Google ScholarGoogle ScholarCross RefCross Ref
  148. [148] Talla Vamsi, Hessar Mehrdad, Kellogg Bryce, Najafi Ali, Smith Joshua R., and Gollakota Shyamnath. 2017. LoRa backscatter: Enabling the vision of ubiquitous connectivity. Proc. ACM Interact., Mob., Wear. Ubiq. Technol. 1, 3 (2017), 124.Google ScholarGoogle ScholarDigital LibraryDigital Library
  149. [149] Tehrani Yas Hosseini, Amini Arash, and Atarodi Seyed Mojtaba. 2020. A tree-structured LoRa network for energy efficiency. IEEE Internet Things J. 8, 7 (2020), 60026011.Google ScholarGoogle ScholarCross RefCross Ref
  150. [150] Temim Mohamed Amine Ben, Ferré Guillaume, Laporte-Fauret Baptiste, Dallet Dominique, Minger Bryce, and Fuché Loïc. 2020. An enhanced receiver to decode superposed LoRa-like signals. IEEE Internet Things J. 7, 8 (2020), 74197431.Google ScholarGoogle ScholarCross RefCross Ref
  151. [151] Tian Pei, Ma Xiaoyuan, Boano Carlo Alberto, Liu Ye, Yang Fengxu, Tian Xin, Li Dan, and Wei Jianming. 2021. ChirpBox: An infrastructure-less LoRa testbed. In International Conference on Embedded Wireless Systems and Networks. 115126.Google ScholarGoogle Scholar
  152. [152] Tian Pei, Yang Fengxu, Ma Xiaoyuan, Boano Carlo Alberto, Tian Xin, Liu Ye, and Wei Jianming. 2021. Environmental impact on the long-term connectivity and link quality of an outdoor LoRa network. In 19th ACM Conference on Embedded Networked Sensor Systems. 565568.Google ScholarGoogle ScholarDigital LibraryDigital Library
  153. [153] Tomasin Stefano, Zulian Simone, and Vangelista Lorenzo. 2017. Security analysis of LoRaWAN join procedure for internet of things networks. In IEEE Wireless Communications and Networking Conference Workshops (WCNCW). IEEE, 16.Google ScholarGoogle ScholarCross RefCross Ref
  154. [154] Tong Shuai, Shen Zilin, Liu Yunhao, and Wang Jiliang. 2021. Combating link dynamics for reliable LoRa connection in urban settings. In 27th Annual International Conference on Mobile Computing and Networking. 642655.Google ScholarGoogle ScholarDigital LibraryDigital Library
  155. [155] Tong Shuai, Wang Jiliang, and Liu Yunhao. 2020. Combating packet collisions using non-stationary signal scaling in LPWANs. In 18th International Conference on Mobile Systems, Applications, and Services. 234246.Google ScholarGoogle ScholarDigital LibraryDigital Library
  156. [156] Tong Shuai, Xu Zhenqiang, and Wang Jiliang. 2020. CoLoRa: Enabling multi-packet reception in LoRa. In IEEE INFOCOM 2020-IEEE Conference on Computer Communications. IEEE, 23032311.Google ScholarGoogle ScholarDigital LibraryDigital Library
  157. [157] Toro-Betancur Verónica, Premsankar Gopika, Slabicki Mariusz, and Francesco Mario Di. 2021. Modeling communication reliability in LoRa networks with device-level accuracy. In IEEE INFOCOM 2021-IEEE Conference on Computer Communications. IEEE, 110.Google ScholarGoogle ScholarDigital LibraryDigital Library
  158. [158] Trüb Roman, Forno Reto Da, Sigrist Lukas, Mühlebach Lorin, Biri Andreas, Beutel Jan, and Thiele Lothar. 2020. FlockLab 2: Multi-modal testing and validation for wireless IoT. In 3rd Workshop on Benchmarking Cyber-Physical Systems and Internet of Things (CPS-IoTBench’2020). ETH Zurich, Computer Engineering and Networks Laboratory (TIK).Google ScholarGoogle Scholar
  159. [159] Abeele Floris Van den, Haxhibeqiri Jetmir, Moerman Ingrid, and Hoebeke Jeroen. 2017. Scalability analysis of large-scale LoRaWAN networks in ns-3. IEEE Internet Things J. 4, 6 (2017), 21862198.Google ScholarGoogle ScholarCross RefCross Ref
  160. [160] Varshney Ambuj, Harms Oliver, Pérez-Penichet Carlos, Rohner Christian, Hermans Frederik, and Voigt Thiemo. 2017. Lorea: A backscatter architecture that achieves a long communication range. In 15th ACM Conference on Embedded Network Sensor Systems. 114.Google ScholarGoogle ScholarDigital LibraryDigital Library
  161. [161] Varsier Nadège and Schwoerer Jean. 2017. Capacity limits of LoRaWAN technology for smart metering applications. In 2017 IEEE International Conference on Communications (ICC). IEEE, 16.Google ScholarGoogle ScholarCross RefCross Ref
  162. [162] Wang Xiong, Kong Linghe, He Liang, and Chen Guihai. 2019. MLoRa: A multi-packet reception protocol in LoRa networks. In 2019 IEEE 27th International Conference on Network Protocols (ICNP). IEEE, 111.Google ScholarGoogle ScholarCross RefCross Ref
  163. [163] Wang Xiong, Kong Linghe, Wu Zucheng, Cheng Long, Xu Chenren, and Chen Guihai. 2020. SLoRa: Towards secure LoRa communications with fine-grained physical layer features. In 18th Conference on Embedded Networked Sensor Systems. 258270.Google ScholarGoogle ScholarDigital LibraryDigital Library
  164. [164] Wang Yuting, Zheng Xiaolong, Liu Liang, and Ma Huadong. 2021. PolarTracker: Attitude-aware channel access for floating low power wide area networks. In IEEE INFOCOM 2021-IEEE Conference on Computer Communications. IEEE, 110.Google ScholarGoogle ScholarDigital LibraryDigital Library
  165. [165] Wang Zhe, Kong Linghe, Xu Kangjie, He Liang, Wu Kaishun, and Chen Guihai. 2020. Online concurrent transmissions at LoRa gateway. In IEEE INFOCOM 2020-IEEE Conference on Computer Communications. IEEE, 23312340.Google ScholarGoogle ScholarDigital LibraryDigital Library
  166. [166] Waret Antoine, Kaneko Megumi, Guitton Alexandre, and Rachkidy Nancy El. 2018. LoRa throughput analysis with imperfect spreading factor orthogonality. IEEE Wirel. Commun. Lett. 8, 2 (2018), 408411.Google ScholarGoogle ScholarCross RefCross Ref
  167. [167] Xia Xianjin, Hou Ningning, Zheng Yuanqing, and Gu Tao. 2021. PCube: Scaling LoRa concurrent transmissions with reception diversities. In 27th Annual International Conference on Mobile Computing and Networking. 670683.Google ScholarGoogle ScholarDigital LibraryDigital Library
  168. [168] Xia Xianjin, Zheng Yuanqing, and Gu Tao. 2020. FTrack: Parallel decoding for LoRa transmissions. IEEE/ACM Transactions on Networking 28, 6 (2020), 25732586.Google ScholarGoogle ScholarDigital LibraryDigital Library
  169. [169] Xia Xianjin, Zheng Yuanqing, and Gu Tao. 2021. LiteNap: Downclocking LoRa reception. IEEE/ACM Transactions on Networking (2021).Google ScholarGoogle ScholarDigital LibraryDigital Library
  170. [170] Xie Binbin and Xiong Jie. 2020. Combating interference for long range LoRa sensing. In 18th Conference on Embedded Networked Sensor Systems. 6981.Google ScholarGoogle ScholarDigital LibraryDigital Library
  171. [171] Xie Binbin, Yin Yuqing, and Xiong Jie. 2021. Pushing the limits of long range wireless sensing with LoRa. 5, 3 (2021), 121.Google ScholarGoogle Scholar
  172. [172] Xiong Jie, Sundaresan Karthikeyan, and Jamieson Kyle. 2015. Tonetrack: Leveraging frequency-agile radios for time-based indoor wireless localization. In 21st Annual International Conference on Mobile Computing and Networking. 537549.Google ScholarGoogle ScholarDigital LibraryDigital Library
  173. [173] Xu Ting and Zhao Ming. 2020. A LoRaWAN-MAC protocol based on WSN residual energy to adjust duty cycle. In 2020 IEEE 40th International Conference on Distributed Computing Systems (ICDCS). IEEE, 14151420.Google ScholarGoogle ScholarCross RefCross Ref
  174. [174] Xu Weitao, Jha Sanjay, and Hu Wen. 2018. Exploring the feasibility of physical layer key generation for LoRaWAN. In 2018 17th IEEE International Conference On Trust, Security And Privacy In Computing And Communications/12th IEEE International Conference On Big Data Science And Engineering (TrustCom/BigDataSE). IEEE, 231236.Google ScholarGoogle ScholarCross RefCross Ref
  175. [175] Xu Weitao, Jha Sanjay, and Hu Wen. 2018. LoRa-Key: Secure key generation system for LoRa-based network. IEEE Internet Things J. 6, 4 (2018), 64046416.Google ScholarGoogle ScholarCross RefCross Ref
  176. [176] Xu Weitao, Kim Jun Young, Huang Walter, Kanhere Salil, Jha Sanjay, and Hu Wen. 2020. EMIoT: A LoRa-enabled smart building solution based on emergency lights. In 7th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation. 330331.Google ScholarGoogle ScholarDigital LibraryDigital Library
  177. [177] Xu Weitao, Kim Jun Young, Huang Walter, Kanhere Salil S., Jha Sanjay K., and Hu Wen. 2019. Measurement, characterization, and modeling of LoRa technology in multifloor buildings. IEEE Internet Things J. 7, 1 (2019), 298310.Google ScholarGoogle ScholarCross RefCross Ref
  178. [178] Xu Weitao, Zhang Junqing, Huang Shunqi, Luo Chengwen, and Li Wei. 2021. Key generation for Internet of Things: A contemporary survey. ACM Comput. Surv. 54, 1 (2021), 137.Google ScholarGoogle ScholarDigital LibraryDigital Library
  179. [179] Xu Zhuqing, Luo Junzhou, Yin Zhimeng, He Tian, and Dong Fang. 2020. S-MAC: Achieving high scalability via adaptive scheduling in LPWAN. In IEEE INFOCOM 2020-IEEE Conference on Computer Communications. IEEE, 506515.Google ScholarGoogle ScholarDigital LibraryDigital Library
  180. [180] Xu Zhenqiang, Tong Shuai, Xie Pengjin, and Wang Jiliang. 2020. FlipLoRa: Resolving collisions with up-down quasi-orthogonality. In 2020 17th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON). IEEE, 19.Google ScholarGoogle ScholarDigital LibraryDigital Library
  181. [181] Xu Zhenqiang, Xie Pengjin, and Wang Jiliang. 2021. Pyramid: Real-time LoRa collision decoding with peak tracking. In IEEE INFOCOM 2021-IEEE Conference on Computer Communications. IEEE, 19.Google ScholarGoogle ScholarDigital LibraryDigital Library
  182. [182] Yang Huanqi, Liu Hongbo, Luo Chengwen, Wu Yuezhong, Li Wei, Zomaya Albert Y., Song Linqi, and Xu Weitao. 2022. Vehicle-key: A secret key establishment scheme for LoRa-enabled IoV communications. In 2022 IEEE 42th International Conference on Distributed Computing Systems (ICDCS). IEEE.Google ScholarGoogle ScholarCross RefCross Ref
  183. [183] Yang Mingran, Zhang Junbo, Gadre Akshay, Liu Zaoxing, Kumar Swarun, and Sekar Vyas. 2020. Joltik: Enabling energy-efficient “future-proof” analytics on low-power wide-area networks. In 26th Annual International Conference on Mobile Computing and Networking. 114.Google ScholarGoogle ScholarDigital LibraryDigital Library
  184. [184] Yang Xueying, Karampatzakis Evgenios, Doerr Christian, and Kuipers Fernando. 2018. Security vulnerabilities in LoRaWAN. In 2018 IEEE/ACM Third International Conference on Internet-of-Things Design and Implementation (IoTDI). IEEE, 129140.Google ScholarGoogle ScholarCross RefCross Ref
  185. [185] Zhang Fusang, Chang Zhaoxin, Niu Kai, Xiong Jie, Jin Beihong, Lv Qin, and Zhang Daqing. 2020. Exploring LoRa for long-range through-wall sensing. Proc. ACM Interact., Mob., Wear. Ubiq. Technol. 4, 2 (2020), 127.Google ScholarGoogle ScholarDigital LibraryDigital Library
  186. [186] Zhang Fusang, Chang Zhaoxin, Xiong Jie, Zheng Rong, Ma Junqi, Niu Kai, Jin Beihong, and Zhang Daqing. 2021. Unlocking the beamforming potential of LoRa for long-range multi-target respiration sensing. Proc. ACM Interact., Mob., Wear. Ubiq. Technol. 5, 2 (2021), 125.Google ScholarGoogle ScholarDigital LibraryDigital Library
  187. [187] Zhang Junqing, Marshall Alan, and Hanzo Lajos. 2018. Channel-envelope differencing eliminates secret key correlation: LoRa-based key generation in low power wide area networks. IEEE Trans. Vehic. Technol. 67, 12 (2018), 1246212466.Google ScholarGoogle ScholarCross RefCross Ref
  188. [188] Zhang Xihai, Zhang Mingming, Meng Fanfeng, Qiao Yue, Xu Suijia, and Hour Senghout. 2018. A low-power wide-area network information monitoring system by combining NB-IoT and LoRa. IEEE Internet Things J. 6, 1 (2018), 590598.Google ScholarGoogle ScholarCross RefCross Ref
  189. [189] Zhao Wenju, Lin Shengwei, Han Jiwen, Xu Rongtao, and Hou Lu. 2017. Design and implementation of smart irrigation system based on LoRa. In 2017 IEEE Globecom Workshops (GC Wkshps). IEEE, 16.Google ScholarGoogle Scholar
  190. [190] Zorbas Dimitrios, Abdelfadeel Khaled, Kotzanikolaou Panayiotis, and Pesch Dirk. 2020. TS-LoRa: Time-slotted LoRaWAN for the industrial Internet of Things. Computer Communications 153 (2020), 110.Google ScholarGoogle ScholarDigital LibraryDigital Library

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        cover image ACM Transactions on Sensor Networks
        ACM Transactions on Sensor Networks  Volume 18, Issue 4
        November 2022
        619 pages
        ISSN:1550-4859
        EISSN:1550-4867
        DOI:10.1145/3561986
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        Publication History

        • Published: 29 November 2022
        • Online AM: 16 June 2022
        • Accepted: 5 June 2022
        • Revised: 17 May 2022
        • Received: 24 February 2022
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