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電波不感地帯における生態系モニタリング利用に向けたLoRaWANの性能調査とドローン活用

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LoRaWAN

1 1 1 1 1 1 1,2 IoT LTE LTE LTE km LoRa LoRa 1.8km LoRa

1.

[1] 1

Graduate School of Information Science and Technology, Osaka University

2

University of California, Los Angeles

[2] 1 2 [3] 3 429MHz 1m 8m 「第26回マルチメディア通信と分散処理ワークショップ論文集」平成30年11月

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1

2

3

LTE km 10km

LPWA Low Power Wide Area

LPWA 920MHz LoRa [4] 4 LoRAWAN 1 LoRAWAN 4 LoRaWAN 1.8km LoRaWAN 30km 5% LoRa LoRAWAN

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2.

2.1 IoT [5] [6] [7] [8] [9] AI 2.2 LoRa

IoT Internet of Things

LPWA LoRaWAN [10] [11] [12] LoRa [13] LoRa 3.8 120 IoT LoRa [14] LoRa LoRa

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4 LoRa LoRaWAN LoRa [15] LoRa LoRa 3.1 4 5 1.7km LoRa 2 LoRa 2 PC 5 PC 1.5m PC 5 5 5 PC 2m 6 Point1 Point2 Point5

Point3 Point4 Point1 Point2 Point3 LoRa 6.5kHz sf 12 7 1 LoRa 「第26回マルチメディア通信と分散処理ワークショップ論文集」平成30年11月

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5 6 Point1 Point3 Point4 8 LoRa Point5 Point4 9 LoRa 3.2 DJI M600 [16] LoRa Raspberry Pi3 7 1 Location (dBm, Median) Point1 -114 Point2 -117.5 Point3 -123 Point4 -128 Point5 -132 8 Point4 10 LoRa LoRa 1m LoRa 6.5kHz sf 12 50m 3m/s 1km

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9 10 11 6 50byte 12 10 LoRa 3.3 LoRa 11 (DJI GS Pro) 12 PC 13 14 12 1.8km -139dBm

PER Packet Error Ratio 1% -142dBm [15] 1 1.5km

4.

LoRa 1.8km LoRa 30km 「第26回マルチメディア通信と分散処理ワークショップ論文集」平成30年11月

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13 14 1.5km [16] LoRa [17] [18] [17] 15 LoRa 15 SCOPE 175001002 [1] 2012-2020 http://www.biodic.go.jp/biodiversity/about/ initiatives/files/2012-2020/01_honbun.pdf. [2] . http://www.soumu.go.jp/main_content/000530692. pdf.

[3] Biologger: Biologging Solutions Inc., https: //biologging-solutions.com/.

[4] LoRa: LoRa Alliance, https://www.lora-alliance. org/.

[5] Jukan, A., Masip-Bruin, X. and Amla, N.: Smart Com-puting and Sensing Technologies for Animal Welfare: A Systematic Review, ACM Comput. Surv., Vol. 50, No. 1, pp. 10:1–10:27 (2017).

[6] Dyo, V., Ellwood, S. A., Macdonald, D. W., Markham, A., Mascolo, C., P´asztor, B., Scellato, S., Trigoni, N., Wohlers, R. and Yousef, K.: Evolution and Sustainabil-ity of a Wildlife Monitoring Sensor Network, Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems, SenSys ’10, New York, NY, USA, ACM, pp. 127–140 (2010).

[7] Julie, L., Jonathan, L., Jean, S., Philippe, L. and Cdric, V.: Are unmanned aircraft systems (UASs) the future of wildlife monitoring? A review of accomplishments and

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challenges, Mammal Review, Vol. 45, No. 4, pp. 239–252. [8] Hodgson, J. C., Baylis, S. M., Mott, R., Herrod, A. and Clarke, R. H.: Precision wildlife monitoring using un-manned aerial vehicles, Scientific Reports, Vol. 6 (2016). [9] Gonzalez, L. F., Montes, G. A., Puig, E., Johnson, S., Mengersen, K. and Gaston, K. J.: Unmanned Aerial Ve-hicles (UAVs) and Artificial Intelligence Revolutionizing Wildlife Monitoring and Conservation, Sensors, Vol. 16, No. 1 (2016).

[10] Mikhaylov, K., Petaejaejaervi, . J. and Haenninen, T.: Analysis of Capacity and Scalability of the LoRa Low Power Wide Area Network Technology, European Wire-less 2016; 22th European WireWire-less Conference, pp. 1–6 (2016).

[11] Wixted, A. J., Kinnaird, P., Larijani, H., Tait, A., Ahmadinia, A. and Strachan, N.: Evaluation of LoRa and LoRaWAN for wireless sensor networks, 2016 IEEE SENSORS, pp. 1–3 (2016).

[12] Petjjrvi, J., Mikhaylov, K., Hmlinen, M. and Iinatti, J.: Evaluation of LoRa LPWAN technology for remote health and wellbeing monitoring, 2016 10th Interna-tional Symposium on Medical Information and Com-munication Technology (ISMICT), pp. 1–5 (2016). [13] Bor, M. C., Roedig, U., Voigt, T. and Alonso, J. M.:

Do LoRa Low-Power Wide-Area Networks Scale?, Pro-ceedings of the 19th ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mo-bile Systems, MSWiM ’16, New York, NY, USA, ACM, pp. 59–67 (2016).

[14] Iova, O., Murphy, A. L., Picco, G. P., Ghiro, L., Molteni, D., Ossi, F. and Cagnacci, F.: LoRa from the City to the Mountains: Exploration of Hardware and Environmen-tal Factors, Proceedings of the 2017 International Con-ference on Embedded Wireless Systems and Networks, USA, pp. 317–322 (2017).

[15] EASEL: LoRa ES920LRB.

http://easel5.com/.

[16] DJI: MATRICE 600 Pro, https://www.dji.com/jp/ matrice600-pro. [17] , , (DICOMO 2018) pp. 236 – 246 (2018). [18] . http://www.gsi.go.jp/kiban/. 「第26回マルチメディア通信と分散処理ワークショップ論文集」平成30年11月

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