Dr H Shaheen Profile Dr H Shaheen

Design and development of framework for big data based smart farming system

  • Authors Details :  
  • Ignatius A. Herman S. Jayanthi,  
  • K. Rajkumar,  
  • Shaheen,  
  • Sanjeev Shrivastava

Journal title : Innovations in Computer Science and Engineering

Publisher : Springer Singapore

Online ISSN : 2367-3389

Page Number : 263-269

894 Views Conference

Improving the agricultural productivity is an imminent need to meet the food requirement of constantly growing population rate. It can be gracefully satisfied if the farming process is integrated through technologies such as big data and IoT. The integration of agricultural processes with modern technologies has emerged as the smart agriculture technology. This research work is focused on proving the suitability of the big data analytics for smart agricultural processes in terms of increasing production and quality of yields with less resources and overhead. This research paper expounds the extensive review carried out on the related works in smart agricultural farming, challenges in implementing the smart farming technologies at large scale, followed by the conceptual framework model for the effective implementation of big data together with IoT devices in smart farming.

Article DOI & Crossmark Data

DOI : https://doi.org/10.1007/978-981-16-8987-1_27

Article Subject Details


Article Keywords Details



Article File

Full Text PDF


Article References

  • (1). Karkouch A, Mousannif H, Al Moatassime H, Noel T (2016) Data quality in internet of things: a state-of-the-art survey. J Network Comput Appl 73:57–81. ISSN 1084-8045
  • (2). Karkouch A, Mousannif H, Al Moatassime H, Noel T (2016) Data quality in internet of things: a state-of-the-art survey. J Network Comput Appl 73:57–81. ISSN 1084-8045
  • (3). Bhagat M, Kumar D, Kumar D (2019) Role of Internet of Things (IoT) in smart farming: a brief survey. In: Proceedings of the IEEE 2019 devices for integrated circuit (DevIC); Kalyani, India. pp 141–145
  • (4). Bhagat M, Kumar D, Kumar D (2019) Role of Internet of Things (IoT) in smart farming: a brief survey. In: Proceedings of the IEEE 2019 devices for integrated circuit (DevIC); Kalyani, India. pp 141–145
  • (5). Verdouw C, Tekinerdogan B, Beulens A, Wolfert S (2021) Digital twins in smart farming. Agric Syst 189:103046. ISSN 0308-521X
  • (6). Verdouw C, Tekinerdogan B, Beulens A, Wolfert S (2021) Digital twins in smart farming. Agric Syst 189:103046. ISSN 0308-521X
  • (7). Abioye EA, Abidin MSZ, Mahmud MSA, Buyamin S, AbdRahman MKI, Otuoze AO, Ramli MSA, Ijike OD (2020) IoT-based monitoring and data-driven modelling of drip irrigation system for mustard leaf cultivation experiment. Inf Process Agric. ISSN 2214-3173
  • (8). Abioye EA, Abidin MSZ, Mahmud MSA, Buyamin S, AbdRahman MKI, Otuoze AO, Ramli MSA, Ijike OD (2020) IoT-based monitoring and data-driven modelling of drip irrigation system for mustard leaf cultivation experiment. Inf Process Agric. ISSN 2214-3173
  • (9). Ding X, Xiong G, Hu B, Xie L, Zhou S (2013) Environment monitoring and early warning system of facility agriculture based on heterogeneous wireless networks. In: Proceedings of 2013 IEEE international conference on service operations and logistics, and informatics, pp 307–310
  • (10). Ding X, Xiong G, Hu B, Xie L, Zhou S (2013) Environment monitoring and early warning system of facility agriculture based on heterogeneous wireless networks. In: Proceedings of 2013 IEEE international conference on service operations and logistics, and informatics, pp 307–310
  • (11). Navarro E, Costa N, Pereira A (2020) A systematic review of IoT solutions for smart farming. Sensors (Basel) 20(15):4231
  • (12). Navarro E, Costa N, Pereira A (2020) A systematic review of IoT solutions for smart farming. Sensors (Basel) 20(15):4231
  • (13). Doshi J, Patel T, Kumar Bharti S (2019) Smart farming using IoT, a solution for optimally monitoring farming conditions. Procedia Comput Sci 160:746–751. ISSN 1877-0509
  • (14). Doshi J, Patel T, Kumar Bharti S (2019) Smart farming using IoT, a solution for optimally monitoring farming conditions. Procedia Comput Sci 160:746–751. ISSN 1877-0509
  • (15). Debauche O, Trani J-P, Mahmoudi S, Manneback P, Bindelle J, Mahmoudi SA, Guttadauria A, Lebeau F (2021) Data management and internet of things: a methodological review in smart farming. Internet of Things 14:100378. ISSN 2542-6605
  • (16). Debauche O, Trani J-P, Mahmoudi S, Manneback P, Bindelle J, Mahmoudi SA, Guttadauria A, Lebeau F (2021) Data management and internet of things: a methodological review in smart farming. Internet of Things 14:100378. ISSN 2542-6605
  • (17). Marjani M, Nasaruddin F, Gani A, Karim A, Hashem IAT, Siddiqa A, Yaqoob I (2017) Big IoT data analytics: architecture, opportunities, and open research challenges. IEEE Access 5247–5261
  • (18). Ray PP (2017) Internet of things for smart agriculture: technologies, practices and future direction. J Ambient Intell Smart Environ 9:395–420
  • (19). Marjani M, Nasaruddin F, Gani A, Karim A, Hashem IAT, Siddiqa A, Yaqoob I (2017) Big IoT data analytics: architecture, opportunities, and open research challenges. IEEE Access 5247–5261
  • (20). Ray PP (2017) Internet of things for smart agriculture: technologies, practices and future direction. J Ambient Intell Smart Environ 9:395–420
  • (21). Rezk NG, Hemdan EED, Attia AF et al (2021) An efficient IoT based smart farming system using machine learning algorithms. Multimed Tools Appl 80:773–797
  • (22). Rezk NG, Hemdan EED, Attia AF et al (2021) An efficient IoT based smart farming system using machine learning algorithms. Multimed Tools Appl 80:773–797



More Article by Dr H Shaheen

A pervasive multi-distribution perceptron and hidden markov model for context aware systems

Fueled by the recent advancements in pervasive environment, affluent context aware systems is among the rousing in computing today, including embedded environment, different wirele...

An improved scheme for organizing ecommercebased websites using semantic web mining

In the running of the internet world, ecommerce industry has its own benchmark in terms of its rapid growth and has made itself an established sector that is indispensable for ever...

Secured data transmission in vanet using vehicular digital hash gen model

Vehicular adhoc structures (vanets) handle the public key infrastructure (pki) and certificate revocation lists (crls) for their security. in any pki structure, the check of a got ...

Open iot service platform technology with semantic web

This paper centers around how innovations adds to enhancing interoperability between iot gadgets, and making effectively utilization of iot gadgets. the proposed stage innovation g...