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Erschienen in: Wireless Personal Communications 2/2022

25.08.2021

A Comprehensive Review on the Application of Internet of Thing (IoT) in Smart Agriculture

verfasst von: Abhishek Srivastava, Dushmanta Kumar Das

Erschienen in: Wireless Personal Communications | Ausgabe 2/2022

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Abstract

IoT-based smart farming techniques have come up as one of the solutions to tackle the effect of climate change, water scarcity, etc. which are the prime reason for the decline of agricultural products and increase in their price. In recent year, many works have presented innovative ideas and prototypes which can be used for IoT-based smart farming. This article presents a comprehensive review of the cutting-edge technologies and advancements in the field of IoT-based smart farming. This article also presents a discussion on the IoT-based commercial products developed for smart farming. Based on the review of these exiting works and commercial products, some key challenges and future scope of research in this domain are found and presented in the article.

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Literatur
1.
Zurück zum Zitat Bloom, D. E. (2011). 7 billion and counting. Science, 333(6042), 562–569.CrossRef Bloom, D. E. (2011). 7 billion and counting. Science, 333(6042), 562–569.CrossRef
3.
Zurück zum Zitat Raiten, D. J., & Combs, G. F. (2019) Nutritional ecology: Understanding the intersection of climate/environmental change, food systems and health. Agriculture for improved nutrition: Seizing the momentum (p. 68) Raiten, D. J., & Combs, G. F. (2019) Nutritional ecology: Understanding the intersection of climate/environmental change, food systems and health. Agriculture for improved nutrition: Seizing the momentum (p. 68)
4.
Zurück zum Zitat Cavicchioli, R., Ripple, W. J., Timmis, K. N., Azam, F., Bakken, L. R., Baylis, M., Behrenfeld, M. J., Boetius, A., Boyd, P. W., Classen, A. T., Crowther, T. W., Danovaro, R., Foreman, C. M., Huisman, J., Hutchins, D. A., Jansson, J. K., Karl, D. M., Koskella, B., Mark Welch, D. B.,... Webster, N. S. (2019). Scientists’ warning to humanity: microorganisms and climate change. Nature Reviews Microbiology, 17(9), 569–586. Cavicchioli, R., Ripple, W. J., Timmis, K. N., Azam, F., Bakken, L. R., Baylis, M., Behrenfeld, M. J., Boetius, A., Boyd, P. W., Classen, A. T., Crowther, T. W., Danovaro, R., Foreman, C. M., Huisman, J., Hutchins, D. A., Jansson, J. K., Karl, D. M., Koskella, B., Mark Welch, D. B.,... Webster, N. S. (2019). Scientists’ warning to humanity: microorganisms and climate change. Nature Reviews Microbiology, 17(9), 569–586.
5.
Zurück zum Zitat Huong, N. T. L., Bo, Y. S., & Fahad, S. (2019). Economic impact of climate change on agriculture using ricardian approach: A case of northwest vietnam. Journal of the Saudi Society of Agricultural Sciences, 18(4), 449–457.CrossRef Huong, N. T. L., Bo, Y. S., & Fahad, S. (2019). Economic impact of climate change on agriculture using ricardian approach: A case of northwest vietnam. Journal of the Saudi Society of Agricultural Sciences, 18(4), 449–457.CrossRef
6.
Zurück zum Zitat Milius, S. (2017). Worries grow that climate change will quietly steal nutrients from major food crops. Science News Year in Review Nutrition, Climate, Sustainability. Milius, S. (2017). Worries grow that climate change will quietly steal nutrients from major food crops. Science News Year in Review Nutrition, Climate, Sustainability.
7.
Zurück zum Zitat Hoffmann, U. (2013). Section b: Agriculture: A key driver and a major victim of global warming (pp. 3–5). Lead article Hoffmann, U. (2013). Section b: Agriculture: A key driver and a major victim of global warming (pp. 3–5). Lead article
8.
Zurück zum Zitat Lal, R. (2019). Adaptation and mitigation of climate change by improving agriculture in india. In Climate change and agriculture in India: Impact and adaptation (pp. 217–227). Springer. Lal, R. (2019). Adaptation and mitigation of climate change by improving agriculture in india. In Climate change and agriculture in India: Impact and adaptation (pp. 217–227). Springer.
9.
Zurück zum Zitat Porter, J. R., Xie, L., Challinor, A. J., Cochrane, K., Howden, S. M., Iqbal, M. M., Lobell, D. B., & Travasso, M. I. (2014). Food security and food production systems Porter, J. R., Xie, L., Challinor, A. J., Cochrane, K., Howden, S. M., Iqbal, M. M., Lobell, D. B., & Travasso, M. I. (2014). Food security and food production systems
10.
Zurück zum Zitat Schnepf, R. D. (2004). Energy use in agriculture: Background and issues. Congressional Information Service, Library of Congress. Schnepf, R. D. (2004). Energy use in agriculture: Background and issues. Congressional Information Service, Library of Congress.
11.
Zurück zum Zitat Howden, D. (2007). World oil supplies are set to run out faster than expected, warn scientists. The Independent 14 Howden, D. (2007). World oil supplies are set to run out faster than expected, warn scientists. The Independent 14
12.
Zurück zum Zitat WHO Commission on Health and Environment & World Health Organization. (1992). Our planet, our health: Report of the WHO Commission on Health and Environment. World Health Organization WHO Commission on Health and Environment & World Health Organization. (1992). Our planet, our health: Report of the WHO Commission on Health and Environment. World Health Organization
13.
Zurück zum Zitat Cook, S. M., Khan, Z. R., & Pickett, J. A. (2007). The use of push-pull strategies in integrated pest management. Annual Review of Entomology, 52 Cook, S. M., Khan, Z. R., & Pickett, J. A. (2007). The use of push-pull strategies in integrated pest management. Annual Review of Entomology, 52
14.
Zurück zum Zitat Bapat, V., Kale, P., Shinde, V., Deshpande, N., & Shaligram, A. (2017). Wsn application for crop protection to divert animal intrusions in the agricultural land. Computers and Electronics in Agriculture, 133, 88–96.CrossRef Bapat, V., Kale, P., Shinde, V., Deshpande, N., & Shaligram, A. (2017). Wsn application for crop protection to divert animal intrusions in the agricultural land. Computers and Electronics in Agriculture, 133, 88–96.CrossRef
15.
Zurück zum Zitat Jayson, E. (1999). Studies on crop damage by wild animals in kerala and evaluation of control measures. KFRI Research Report (169) Jayson, E. (1999). Studies on crop damage by wild animals in kerala and evaluation of control measures. KFRI Research Report (169)
16.
Zurück zum Zitat Amici, A., Serrani, F., Rossi, C. M., & Primi, R. (2012). Increase in crop damage caused by wild boar (sus scrofa l.): The “refuge effect”. Agronomy for Sustainable Development, 32(3), 683–692 Amici, A., Serrani, F., Rossi, C. M., & Primi, R. (2012). Increase in crop damage caused by wild boar (sus scrofa l.): The “refuge effect”. Agronomy for Sustainable Development, 32(3), 683–692
17.
Zurück zum Zitat Awasthi, B., & Singh, N. B. (2015). Status of human-wildlife conflict and assessment of crop damage by wild animals in gaurishankar conservation area, Nepal. Journal of Institute of Science and Technology, 20(1), 107–111.CrossRef Awasthi, B., & Singh, N. B. (2015). Status of human-wildlife conflict and assessment of crop damage by wild animals in gaurishankar conservation area, Nepal. Journal of Institute of Science and Technology, 20(1), 107–111.CrossRef
18.
Zurück zum Zitat Radhakrishnan, S., & Vijayarajan, V. (2019). Farming 4.0: Technological advances that enable smart farming. In Handbook of research on implementation and deployment of IoT projects in smart cities (pp. 279–295). IGI Global Radhakrishnan, S., & Vijayarajan, V. (2019). Farming 4.0: Technological advances that enable smart farming. In Handbook of research on implementation and deployment of IoT projects in smart cities (pp. 279–295). IGI Global
19.
Zurück zum Zitat Baylis, A. (2017). Advances in precision farming technologies for crop protection. Outlooks on Pest Management, 28(4), 158–161.CrossRef Baylis, A. (2017). Advances in precision farming technologies for crop protection. Outlooks on Pest Management, 28(4), 158–161.CrossRef
20.
Zurück zum Zitat Mulla, D., & Khosla, R. (2016). Historical evolution and recent advances in precision farming. Soil-specific farming precision agriculture (pp. 1–35) Mulla, D., & Khosla, R. (2016). Historical evolution and recent advances in precision farming. Soil-specific farming precision agriculture (pp. 1–35)
21.
Zurück zum Zitat Dutta, L., & Basu, T. K. (2013) Extraction and optimization of leaves images of mango trees and classification using ann. International Journal of Recent Advances in Engineering & Technology (IJRAET), 2347–2812 (ISSN (online) ) Dutta, L., & Basu, T. K. (2013) Extraction and optimization of leaves images of mango trees and classification using ann. International Journal of Recent Advances in Engineering & Technology (IJRAET), 2347–2812 (ISSN (online) )
22.
Zurück zum Zitat Saha, H. N., Mandal, A., & Sinha, A. (2017). Recent trends in the internet of things. In 2017 IEEE 7th annual computing and communication workshop and conference (CCWC) (pp. 1–4). IEEE. Saha, H. N., Mandal, A., & Sinha, A. (2017). Recent trends in the internet of things. In 2017 IEEE 7th annual computing and communication workshop and conference (CCWC) (pp. 1–4). IEEE.
23.
Zurück zum Zitat Weiser, M. (1991). Scientific America. The Computer for the 21st Century (Sept 1991) (pp 94–104) Weiser, M. (1991). Scientific America. The Computer for the 21st Century (Sept 1991) (pp 94–104)
24.
Zurück zum Zitat Pontin, J. (2005). Etc: Bill joy’s six webs. MIT Technology Review Pontin, J. (2005). Etc: Bill joy’s six webs. MIT Technology Review
25.
Zurück zum Zitat Ashton, K., et al. (2009). That internet of things thing. RFID journal, 22(7), 97–114. Ashton, K., et al. (2009). That internet of things thing. RFID journal, 22(7), 97–114.
26.
Zurück zum Zitat Atzori, L., Iera, A., & Morabito, G. (2010). The internet of things: A survey. Computer Networks, 54(15), 2787–2805.CrossRef Atzori, L., Iera, A., & Morabito, G. (2010). The internet of things: A survey. Computer Networks, 54(15), 2787–2805.CrossRef
27.
Zurück zum Zitat Al-Fuqaha, A., Guizani, M., Mohammadi, M., Aledhari, M., & Ayyash, M. (2015). Internet of things: A survey on enabling technologies, protocols, and applications. IEEE Communications Surveys & Tutorials, 17(4), 2347–2376.CrossRef Al-Fuqaha, A., Guizani, M., Mohammadi, M., Aledhari, M., & Ayyash, M. (2015). Internet of things: A survey on enabling technologies, protocols, and applications. IEEE Communications Surveys & Tutorials, 17(4), 2347–2376.CrossRef
28.
Zurück zum Zitat Boursianis, A. D., Papadopoulou, M. S., Diamantoulakis, P., Liopa-Tsakalidi, A., Barouchas, P., Salahas, G., Karagiannidis, G., Wan, S., & Goudos, S. K. (2020). Internet of things (iot) and agricultural unmanned aerial vehicles (uavs) in smart farming: A comprehensive review. Internet of Things, 100187 Boursianis, A. D., Papadopoulou, M. S., Diamantoulakis, P., Liopa-Tsakalidi, A., Barouchas, P., Salahas, G., Karagiannidis, G., Wan, S., & Goudos, S. K. (2020). Internet of things (iot) and agricultural unmanned aerial vehicles (uavs) in smart farming: A comprehensive review. Internet of Things, 100187
29.
Zurück zum Zitat Farooq, M. U., Waseem, M., Mazhar, S., Khairi, A., & Kamal, T. (2015). A review on internet of things (iot). International Journal of Computer Applications, 113(1), 1–7.CrossRef Farooq, M. U., Waseem, M., Mazhar, S., Khairi, A., & Kamal, T. (2015). A review on internet of things (iot). International Journal of Computer Applications, 113(1), 1–7.CrossRef
30.
Zurück zum Zitat Chen, W. (2012). An ibe-based security scheme on internet of things. In 2012 IEEE 2nd international conference on cloud computing and intelligence systems (Vol. 3, pp. 1046–1049). IEEE. Chen, W. (2012). An ibe-based security scheme on internet of things. In 2012 IEEE 2nd international conference on cloud computing and intelligence systems (Vol. 3, pp. 1046–1049). IEEE.
31.
Zurück zum Zitat Suo, H., Wan, J., Zou, C., & Liu, J. (2012). Security in the internet of things: A review. In 2012 international conference on computer science and electronics engineering (Vol. 3, pp. 648–651). IEEE Suo, H., Wan, J., Zou, C., & Liu, J. (2012). Security in the internet of things: A review. In 2012 international conference on computer science and electronics engineering (Vol. 3, pp. 648–651). IEEE
32.
Zurück zum Zitat Wu, M., Lu, T. J., Ling, F. Y., Sun, J., & Du, H. Y. (2010). Research on the architecture of internet of things. In 2010 3rd International conference on advanced computer theory and engineering (ICACTE) (Vol. 5, pp. V5–484). IEEE. Wu, M., Lu, T. J., Ling, F. Y., Sun, J., & Du, H. Y. (2010). Research on the architecture of internet of things. In 2010 3rd International conference on advanced computer theory and engineering (ICACTE) (Vol. 5, pp. V5–484). IEEE.
33.
Zurück zum Zitat Zhang, M., Sun, F., & Cheng, X. (2012). Architecture of internet of things and its key technology integration based-on rfid. In 2012 Fifth international symposium on computational intelligence and design (Vol. 1, pp. 294–297). IEEE. Zhang, M., Sun, F., & Cheng, X. (2012). Architecture of internet of things and its key technology integration based-on rfid. In 2012 Fifth international symposium on computational intelligence and design (Vol. 1, pp. 294–297). IEEE.
34.
Zurück zum Zitat Ngu, A. H., Gutierrez, M., Metsis, V., Nepal, S., & Sheng, Q. Z. (2016). Iot middleware: A survey on issues and enabling technologies. IEEE Internet of Things Journal, 4(1), 1–20.CrossRef Ngu, A. H., Gutierrez, M., Metsis, V., Nepal, S., & Sheng, Q. Z. (2016). Iot middleware: A survey on issues and enabling technologies. IEEE Internet of Things Journal, 4(1), 1–20.CrossRef
35.
Zurück zum Zitat Ray, P. P. (2017). Internet of things for smart agriculture: Technologies, practices and future direction. Journal of Ambient Intelligence and Smart Environments, 9(4), 395–420.CrossRef Ray, P. P. (2017). Internet of things for smart agriculture: Technologies, practices and future direction. Journal of Ambient Intelligence and Smart Environments, 9(4), 395–420.CrossRef
36.
Zurück zum Zitat Farooq, M., Waseem, M., Mazhar, S., Khairi, A., & Kamal, T. (2015). Article: A review on internet of things (iot). International Journal of Computer Applications, 113(1), 1–7 (full text available) Farooq, M., Waseem, M., Mazhar, S., Khairi, A., & Kamal, T. (2015). Article: A review on internet of things (iot). International Journal of Computer Applications, 113(1), 1–7 (full text available)
37.
Zurück zum Zitat Bandyopadhyay, D., & Sen, J. (2011). Internet of things: Applications and challenges in technology and standardization. Wireless Personal Communications, 58(1), 49–69.CrossRef Bandyopadhyay, D., & Sen, J. (2011). Internet of things: Applications and challenges in technology and standardization. Wireless Personal Communications, 58(1), 49–69.CrossRef
38.
Zurück zum Zitat Khanna, A., & Kaur, S. (2019). Evolution of internet of things (iot) and its significant impact in the field of precision agriculture. Computers and Electronics in Agriculture, 157, 218–231.CrossRef Khanna, A., & Kaur, S. (2019). Evolution of internet of things (iot) and its significant impact in the field of precision agriculture. Computers and Electronics in Agriculture, 157, 218–231.CrossRef
39.
Zurück zum Zitat Al-Sarawi, S., Anbar, M., Alieyan, K., & Alzubaidi, M. (2017). Internet of things (iot) communication protocols. In 2017 8th International conference on information technology (ICIT) (pp 685–690). IEEE Al-Sarawi, S., Anbar, M., Alieyan, K., & Alzubaidi, M. (2017). Internet of things (iot) communication protocols. In 2017 8th International conference on information technology (ICIT) (pp 685–690). IEEE
40.
Zurück zum Zitat Nasar, M., & Kausar, M. A. (2019). Suitability of influxdb database for iot applications. International Journal of Innovative Technology and Exploring Engineering, 8(10), 1850–1857.CrossRef Nasar, M., & Kausar, M. A. (2019). Suitability of influxdb database for iot applications. International Journal of Innovative Technology and Exploring Engineering, 8(10), 1850–1857.CrossRef
41.
Zurück zum Zitat Weyrich, M., & Ebert, C. (2015). Reference architectures for the internet of things. IEEE Software, 33(1), 112–116.CrossRef Weyrich, M., & Ebert, C. (2015). Reference architectures for the internet of things. IEEE Software, 33(1), 112–116.CrossRef
42.
Zurück zum Zitat Li, T., Liu, Y., Tian, Y., Shen, S., & Mao, W. (2012). A storage solution for massive iot data based on nosql. In 2012 IEEE International conference on green computing and communications (pp. 50–57). IEEE. Li, T., Liu, Y., Tian, Y., Shen, S., & Mao, W. (2012). A storage solution for massive iot data based on nosql. In 2012 IEEE International conference on green computing and communications (pp. 50–57). IEEE.
43.
Zurück zum Zitat Diène, B., Rodrigues, J. J., Diallo, O., Ndoye, E. H. M., & Korotaev, V. V. (2020). Data management techniques for internet of things. Mechanical Systems and Signal Processing, 138, 106564.CrossRef Diène, B., Rodrigues, J. J., Diallo, O., Ndoye, E. H. M., & Korotaev, V. V. (2020). Data management techniques for internet of things. Mechanical Systems and Signal Processing, 138, 106564.CrossRef
44.
Zurück zum Zitat Hashem, I. A. T., Yaqoob, I., Anuar, N. B., Mokhtar, S., Gani, A., & Khan, S. U. (2015). The rise of “big data” on cloud computing: Review and open research issues. Information systems, 47, 98–115. Hashem, I. A. T., Yaqoob, I., Anuar, N. B., Mokhtar, S., Gani, A., & Khan, S. U. (2015). The rise of “big data” on cloud computing: Review and open research issues. Information systems, 47, 98–115.
45.
Zurück zum Zitat Moniruzzaman A, & Hossain SA (2013) Nosql database: New era of databases for big data analytics-classification, characteristics and comparison. arXiv preprint arXiv:13070191 Moniruzzaman A, & Hossain SA (2013) Nosql database: New era of databases for big data analytics-classification, characteristics and comparison. arXiv preprint arXiv:​13070191
46.
Zurück zum Zitat Al-Sakran, A., Qattous, H., & Hijjawi, M. (2018). A proposed performance evaluation of nosql databases in the field of iot. In 2018 8th International conference on computer science and information technology (CSIT) (pp. 32–37). IEEE. Al-Sakran, A., Qattous, H., & Hijjawi, M. (2018). A proposed performance evaluation of nosql databases in the field of iot. In 2018 8th International conference on computer science and information technology (CSIT) (pp. 32–37). IEEE.
47.
Zurück zum Zitat Amghar, S., Cherdal, S., & Mouline, S. (2018). Which nosql database for iot applications? In 2018 international conference on selected topics in mobile and wireless networking (mownet) (pp. 131–137). IEEE. Amghar, S., Cherdal, S., & Mouline, S. (2018). Which nosql database for iot applications? In 2018 international conference on selected topics in mobile and wireless networking (mownet) (pp. 131–137). IEEE.
49.
Zurück zum Zitat Rao, K., Maikhuri, R., Nautiyal, S., & Saxena, K. G. (2002). Crop damage and livestock depredation by wildlife: A case study from nanda devi biosphere reserve, India. Journal of Environmental Management, 66(3), 317–327.CrossRef Rao, K., Maikhuri, R., Nautiyal, S., & Saxena, K. G. (2002). Crop damage and livestock depredation by wildlife: A case study from nanda devi biosphere reserve, India. Journal of Environmental Management, 66(3), 317–327.CrossRef
50.
Zurück zum Zitat Wang, S. W., Curtis, P. D., & Lassoie, J. P. (2006). Farmer perceptions of crop damage by wildlife in jigme singye wangchuck national park, bhutan. Wildlife Society Bulletin, 34(2), 359–365.CrossRef Wang, S. W., Curtis, P. D., & Lassoie, J. P. (2006). Farmer perceptions of crop damage by wildlife in jigme singye wangchuck national park, bhutan. Wildlife Society Bulletin, 34(2), 359–365.CrossRef
51.
Zurück zum Zitat Abdullahi, H. S., Mahieddine, F., & Sheriff, R. E. (2015). Technology impact on agricultural productivity: A review of precision agriculture using unmanned aerial vehicles. In International conference on wireless and satellite systems (pp. 388–400). Springer. Abdullahi, H. S., Mahieddine, F., & Sheriff, R. E. (2015). Technology impact on agricultural productivity: A review of precision agriculture using unmanned aerial vehicles. In International conference on wireless and satellite systems (pp. 388–400). Springer.
52.
Zurück zum Zitat Vangala, A., Das, A. K., Kumar, N., & Alazab, M. (2020). Smart secure sensing for iot-based agriculture: Blockchain perspective. IEEE Sensors Journal. Vangala, A., Das, A. K., Kumar, N., & Alazab, M. (2020). Smart secure sensing for iot-based agriculture: Blockchain perspective. IEEE Sensors Journal.
53.
Zurück zum Zitat Krishnan, R. S., Julie, E. G., Robinson, Y. H., Raja, S., Kumar, R., Thong, P. H., et al. (2020). Fuzzy logic based smart irrigation system using internet of things. Journal of Cleaner Production, 252, 119902.CrossRef Krishnan, R. S., Julie, E. G., Robinson, Y. H., Raja, S., Kumar, R., Thong, P. H., et al. (2020). Fuzzy logic based smart irrigation system using internet of things. Journal of Cleaner Production, 252, 119902.CrossRef
54.
Zurück zum Zitat Nawandar, N. K., & Satpute, V. R. (2019). Iot based low cost and intelligent module for smart irrigation system. Computers and Electronics in Agriculture, 162, 979–990.CrossRef Nawandar, N. K., & Satpute, V. R. (2019). Iot based low cost and intelligent module for smart irrigation system. Computers and Electronics in Agriculture, 162, 979–990.CrossRef
55.
Zurück zum Zitat dos Santos, U. J. L., Pessin, G., da Costa, C. A., & da Rosa, Righi R. (2019). Agriprediction: A proactive internet of things model to anticipate problems and improve production in agricultural crops. Computers and Electronics in Agriculture, 161, 202–213.CrossRef dos Santos, U. J. L., Pessin, G., da Costa, C. A., & da Rosa, Righi R. (2019). Agriprediction: A proactive internet of things model to anticipate problems and improve production in agricultural crops. Computers and Electronics in Agriculture, 161, 202–213.CrossRef
56.
Zurück zum Zitat Kale, A. P., & Sonavane, S. P. (2019). Iot based smart farming: Feature subset selection for optimized high-dimensional data using improved ga based approach for elm. Computers and Electronics in Agriculture, 161, 225–232.CrossRef Kale, A. P., & Sonavane, S. P. (2019). Iot based smart farming: Feature subset selection for optimized high-dimensional data using improved ga based approach for elm. Computers and Electronics in Agriculture, 161, 225–232.CrossRef
57.
Zurück zum Zitat Bu, F., & Wang, X. (2019). A smart agriculture iot system based on deep reinforcement learning. Future Generation Computer Systems, 99, 500–507.CrossRef Bu, F., & Wang, X. (2019). A smart agriculture iot system based on deep reinforcement learning. Future Generation Computer Systems, 99, 500–507.CrossRef
58.
Zurück zum Zitat Lavanya, G., Rani, C., & Ganeshkumar, P. (2019) An automated low cost iot based fertilizer intimation system for smart agriculture. Sustainable Computing: Informatics and Systems. Lavanya, G., Rani, C., & Ganeshkumar, P. (2019) An automated low cost iot based fertilizer intimation system for smart agriculture. Sustainable Computing: Informatics and Systems.
59.
Zurück zum Zitat Mekala, M. S., & Viswanathan, P. (2019). Clay-mist: Iot-cloud enabled cmm index for smart agriculture monitoring system. Measurement, 134, 236–244.CrossRef Mekala, M. S., & Viswanathan, P. (2019). Clay-mist: Iot-cloud enabled cmm index for smart agriculture monitoring system. Measurement, 134, 236–244.CrossRef
60.
Zurück zum Zitat Kiani, F., & Seyyedabbasi, A. (2018). Wireless sensor network and internet of things in precision agriculture. International Journal of Advanced Computer Science and Applications (ijacsa), 9(6) Kiani, F., & Seyyedabbasi, A. (2018). Wireless sensor network and internet of things in precision agriculture. International Journal of Advanced Computer Science and Applications (ijacsa), 9(6)
61.
Zurück zum Zitat Goap, A., Sharma, D., Shukla, A., & Krishna, C. R. (2018). An iot based smart irrigation management system using machine learning and open source technologies. Computers and Electronics in Agriculture, 155, 41–49.CrossRef Goap, A., Sharma, D., Shukla, A., & Krishna, C. R. (2018). An iot based smart irrigation management system using machine learning and open source technologies. Computers and Electronics in Agriculture, 155, 41–49.CrossRef
62.
Zurück zum Zitat Barrero, O., & Perdomo, S. A. (2018). Rgb and multispectral uav image fusion for gramineae weed detection in rice fields. Precision Agriculture, 19(5), 809–822.CrossRef Barrero, O., & Perdomo, S. A. (2018). Rgb and multispectral uav image fusion for gramineae weed detection in rice fields. Precision Agriculture, 19(5), 809–822.CrossRef
63.
Zurück zum Zitat García, A. M., García, I. F., Poyato, E. C., Barrios, P. M., & Díaz, J. R. (2018). Coupling irrigation scheduling with solar energy production in a smart irrigation management system. Journal of Cleaner Production, 175, 670–682.CrossRef García, A. M., García, I. F., Poyato, E. C., Barrios, P. M., & Díaz, J. R. (2018). Coupling irrigation scheduling with solar energy production in a smart irrigation management system. Journal of Cleaner Production, 175, 670–682.CrossRef
64.
Zurück zum Zitat Prabha, R., Sinitambirivoutin, E., Passelaigue, F., & Ramesh, M. V. (2018). Design and development of an iot based smart irrigation and fertilization system for chilli farming. 2018 International conference on wireless communications (pp. 1–7). IEEE. Signal Processing and Networking (WiSPNET). Prabha, R., Sinitambirivoutin, E., Passelaigue, F., & Ramesh, M. V. (2018). Design and development of an iot based smart irrigation and fertilization system for chilli farming. 2018 International conference on wireless communications (pp. 1–7). IEEE. Signal Processing and Networking (WiSPNET).
65.
Zurück zum Zitat Suma, N., Samson, S. R., Saranya, S., Shanmugapriya, G., & Subhashri, R. (2017). Iot based smart agriculture monitoring system. International Journal on Recent and Innovation Trends in computing and communication, 5(2), 177–181. Suma, N., Samson, S. R., Saranya, S., Shanmugapriya, G., & Subhashri, R. (2017). Iot based smart agriculture monitoring system. International Journal on Recent and Innovation Trends in computing and communication, 5(2), 177–181.
66.
Zurück zum Zitat Patil, G. L., Gawande, P. S., & Bag, R. V. (2017). Smart agriculture system based on iot and its social impact. International Journal of Computer Applications, 176(1), 0975–8887. Patil, G. L., Gawande, P. S., & Bag, R. V. (2017). Smart agriculture system based on iot and its social impact. International Journal of Computer Applications, 176(1), 0975–8887.
67.
Zurück zum Zitat Krishna, K. L., Silver, O., Malende, W. F., & Anuradha, K. (2017). Internet of things application for implementation of smart agriculture system. In 2017 International conference on I-SMAC (IoT in social, mobile, analytics and cloud (I-SMAC)) (pp. 54–59). IEEE. Krishna, K. L., Silver, O., Malende, W. F., & Anuradha, K. (2017). Internet of things application for implementation of smart agriculture system. In 2017 International conference on I-SMAC (IoT in social, mobile, analytics and cloud (I-SMAC)) (pp. 54–59). IEEE.
68.
Zurück zum Zitat Pallavi, S., Mallapur, J. D., & Bendigeri, K. Y. (2017). Remote sensing and controlling of greenhouse agriculture parameters based on iot. In 2017 International conference on big data, IoT and data science (BID) (pp. 44–48). IEEE. Pallavi, S., Mallapur, J. D., & Bendigeri, K. Y. (2017). Remote sensing and controlling of greenhouse agriculture parameters based on iot. In 2017 International conference on big data, IoT and data science (BID) (pp. 44–48). IEEE.
69.
Zurück zum Zitat Lottes, P., Khanna, R., Pfeifer, J., Siegwart, R., & Stachniss, C. (2017). Uav-based crop and weed classification for smart farming. In 2017 IEEE International conference on robotics and automation (ICRA) (pp 3024–3031). IEEE. Lottes, P., Khanna, R., Pfeifer, J., Siegwart, R., & Stachniss, C. (2017). Uav-based crop and weed classification for smart farming. In 2017 IEEE International conference on robotics and automation (ICRA) (pp 3024–3031). IEEE.
70.
Zurück zum Zitat Gondchawar, N., Kawitkar, R., et al. (2016). Iot based smart agriculture. International Journal of Advanced Research in Computer and Communication Engineering, 5(6), 838–842. Gondchawar, N., Kawitkar, R., et al. (2016). Iot based smart agriculture. International Journal of Advanced Research in Computer and Communication Engineering, 5(6), 838–842.
71.
Zurück zum Zitat Balas, V. E., Kumar, R., & Srivastava, R. (2020). Recent trends and advances in artificial intelligence and internet of things. Springer. Balas, V. E., Kumar, R., & Srivastava, R. (2020). Recent trends and advances in artificial intelligence and internet of things. Springer.
72.
Zurück zum Zitat Muneera Begum, H., Janeera, D., & AG AK. Internet of things based wild animal infringement identification, diversion and alert system. In Fifth International conference on inventive computation technologies (ICICT-2020) (pp 672–676). Muneera Begum, H., Janeera, D., & AG AK. Internet of things based wild animal infringement identification, diversion and alert system. In Fifth International conference on inventive computation technologies (ICICT-2020) (pp 672–676).
74.
Zurück zum Zitat Thakare, S., & Bhagat, P. (2018). Arduino-based smart irrigation using sensors and esp8266 wifi module. In 2018 Second international conference on intelligent computing and control systems (ICICCS) (pp. 1–5). IEEE. Thakare, S., & Bhagat, P. (2018). Arduino-based smart irrigation using sensors and esp8266 wifi module. In 2018 Second international conference on intelligent computing and control systems (ICICCS) (pp. 1–5). IEEE.
75.
Zurück zum Zitat Benyezza, H., Bouhedda, M., Djellout, K., & Saidi, A. (2018). Smart irrigation system based thingspeak and arduino. In 2018 International conference on applied smart systems (ICASS) (pp .1–4). IEEE. Benyezza, H., Bouhedda, M., Djellout, K., & Saidi, A. (2018). Smart irrigation system based thingspeak and arduino. In 2018 International conference on applied smart systems (ICASS) (pp .1–4). IEEE.
76.
Zurück zum Zitat Saraf, S. B., & Gawali, D. H. (2017) Iot based smart irrigation monitoring and controlling system. In 2017 2nd IEEE international conference on recent trends in electronics, information & communication technology (RTEICT) (pp. 815–819). IEEE. Saraf, S. B., & Gawali, D. H. (2017) Iot based smart irrigation monitoring and controlling system. In 2017 2nd IEEE international conference on recent trends in electronics, information & communication technology (RTEICT) (pp. 815–819). IEEE.
77.
Zurück zum Zitat Prathibha, S., Hongal, A., & Jyothi, M. (2017). Iot based monitoring system in smart agriculture. In 2017 international conference on recent advances in electronics and communication technology (ICRAECT) (pp. 81–84). IEEE Prathibha, S., Hongal, A., & Jyothi, M. (2017). Iot based monitoring system in smart agriculture. In 2017 international conference on recent advances in electronics and communication technology (ICRAECT) (pp. 81–84). IEEE
78.
Zurück zum Zitat Rao, R. N., & Sridhar, B. (2018). Iot based smart crop-field monitoring and automation irrigation system. In 2018 2nd International conference on inventive systems and control (ICISC) (pp. 478–483). IEEE. Rao, R. N., & Sridhar, B. (2018). Iot based smart crop-field monitoring and automation irrigation system. In 2018 2nd International conference on inventive systems and control (ICISC) (pp. 478–483). IEEE.
79.
Zurück zum Zitat Mishra, D., Khan, A., Tiwari, R., & Upadhay, S. (2018). Automated irrigation system-iot based approach. In 2018 3rd International conference on internet of things: Smart Innovation and Usages (IoT-SIU) (pp. 1–4). IEEE. Mishra, D., Khan, A., Tiwari, R., & Upadhay, S. (2018). Automated irrigation system-iot based approach. In 2018 3rd International conference on internet of things: Smart Innovation and Usages (IoT-SIU) (pp. 1–4). IEEE.
80.
Zurück zum Zitat Sushanth, G., & Sujatha, S. (2018). Iot based smart agriculture system. 2018 International conference on wireless communications, signal processing and networking (WiSPNET) (pp. 1–4). IEEE. Sushanth, G., & Sujatha, S. (2018). Iot based smart agriculture system. 2018 International conference on wireless communications, signal processing and networking (WiSPNET) (pp. 1–4). IEEE.
81.
Zurück zum Zitat Sales, N., Remédios, O., & Arsenio, A. (2015). Wireless sensor and actuator system for smart irrigation on the cloud. In 2015 IEEE 2nd World forum on internet of things (WF-IoT) (pp. 693–698). IEEE. Sales, N., Remédios, O., & Arsenio, A. (2015). Wireless sensor and actuator system for smart irrigation on the cloud. In 2015 IEEE 2nd World forum on internet of things (WF-IoT) (pp. 693–698). IEEE.
82.
Zurück zum Zitat Na, A., Isaac, W., Varshney, S., & Khan, E. (2016). An iot based system for remote monitoring of soil characteristics. In 2016 International conference on information technology (InCITe)-the next generation IT summit on the theme-internet of things: Connect your Worlds (pp. 316–320). IEEE. Na, A., Isaac, W., Varshney, S., & Khan, E. (2016). An iot based system for remote monitoring of soil characteristics. In 2016 International conference on information technology (InCITe)-the next generation IT summit on the theme-internet of things: Connect your Worlds (pp. 316–320). IEEE.
83.
Zurück zum Zitat Ananthi, N., Divya, J., Divya, M., & Janani, V. (2017). Iot based smart soil monitoring system for agricultural production. In 2017 IEEE technological innovations in ICT for agriculture and rural development (TIAR) (pp. 209–214). IEEE. Ananthi, N., Divya, J., Divya, M., & Janani, V. (2017). Iot based smart soil monitoring system for agricultural production. In 2017 IEEE technological innovations in ICT for agriculture and rural development (TIAR) (pp. 209–214). IEEE.
84.
Zurück zum Zitat Dedeepya, P., Srinija, U., Krishna, M. G., Sindhusha, G., & Gnanesh, T. (2018). Smart greenhouse farming based on iot. In 2018 Second international conference on electronics, communication and aerospace technology (ICECA) (pp. 1890–1893). IEEE. Dedeepya, P., Srinija, U., Krishna, M. G., Sindhusha, G., & Gnanesh, T. (2018). Smart greenhouse farming based on iot. In 2018 Second international conference on electronics, communication and aerospace technology (ICECA) (pp. 1890–1893). IEEE.
85.
Zurück zum Zitat Ju, C., & Son, H. I. (2018). Multiple uav systems for agricultural applications: control, implementation, and evaluation. Electronics, 7(9), 162.CrossRef Ju, C., & Son, H. I. (2018). Multiple uav systems for agricultural applications: control, implementation, and evaluation. Electronics, 7(9), 162.CrossRef
86.
Zurück zum Zitat Zhai, Z., Martínez Ortega, J. F., Lucas Martínez, N., & Rodríguez-Molina, J. (2018). A mission planning approach for precision farming systems based on multi-objective optimization. Sensors, 18(6), 1795.CrossRef Zhai, Z., Martínez Ortega, J. F., Lucas Martínez, N., & Rodríguez-Molina, J. (2018). A mission planning approach for precision farming systems based on multi-objective optimization. Sensors, 18(6), 1795.CrossRef
Metadaten
Titel
A Comprehensive Review on the Application of Internet of Thing (IoT) in Smart Agriculture
verfasst von
Abhishek Srivastava
Dushmanta Kumar Das
Publikationsdatum
25.08.2021
Verlag
Springer US
Erschienen in
Wireless Personal Communications / Ausgabe 2/2022
Print ISSN: 0929-6212
Elektronische ISSN: 1572-834X
DOI
https://doi.org/10.1007/s11277-021-08970-7

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