Advanced search
Publication Cover
Network: Computation in Neural Systems Latest Articles
Submit an article Journal homepage
0
Views
0
CrossRef citations to date
0
Altmetric
Research Article

Internet-of-Things for smart irrigation control and crop recommendation using interactive guide-deep model in Agriculture 4.0 applications

Smita Sandeep Manea Department of Computer Engineering, Ramrao Adik Institute of Technology, D Y Patil Deemed to be University, Navi Mumbai, India;b Department of AI and Data Science, Vivekanand Education Society’s Institute of Technology, Navi Mumbai, IndiaCorrespondence[email protected]
View further author information
&
Vaibhav E. Narawadea Department of Computer Engineering, Ramrao Adik Institute of Technology, D Y Patil Deemed to be University, Navi Mumbai, IndiaView further author information
Received 02 Mar 2023, Accepted 14 Jul 2024, Published online: 31 Jul 2024

References

  • Akhter R, Sofi SA. 2022. Precision agriculture using IoT data analytics and machine learning. J King Saud Univ - Comp Inf Sci. 34(8):5602–5618. doi: 10.1016/j.jksuci.2021.05.013.
  • Alharbi HA, Aldossary M. 2021. Energy-efficient edge-fog-cloud architecture for IoT-based smart agriculture environment. IEEE Access. 9:110480–110492. doi: 10.1109/ACCESS.2021.3101397.
  • Ayaz M, Ammad-Uddin M, Sharif Z, Mansour A, Aggoune EH. 2019. Internet-of-things (IoT)-based smart agriculture: toward making the fields talk. IEEE Access. 7:129551–129583. doi: 10.1109/ACCESS.2019.2932609.
  • Batlles-DelaFuente A, Abad-Segura E, González-Zamar MD, Cortés-García FJ. 2022. An evolutionary approach on the framework of circular economy applied to agriculture. Agronomy. 12(3):620. doi: 10.3390/agronomy12030620.
  • Boursianis AD, Papadopoulou MS, Gotsis A, Wan S, Sarigiannidis P, Nikolaidis S, Goudos SK. 2020. Smart irrigation system for precision agriculture—the AREThOU5A IoT platform. IEEE Sensors J. 21(16):17539–17547. doi: 10.1109/JSEN.2020.3033526.
  • Cama-Pinto D, Damas M, Holgado-Terriza JA, Arrabal-Campos FM, Martínez-Lao JA, Cama-Pinto A, Manzano-Agugliaro F. 2023. A deep learning model of radio wave propagation for precision agriculture and sensor system in greenhouses. Agronomy. 13(1):244.
  • Crop recommendation database. https://www.kaggle.com/datasets/atharvaingle/crop-recommendation-dataset.
  • Dagar R, Som S, Khatri SK. 2018. Smart farming–IoT in agriculture. 2018 International Conference on Inventive Research in Computing Applications (ICIRCA). Coimbatore, India; p. 1052–1056.
  • Dutta T, Bhattacharyya S, Dey S, Platos J. 2020. Border collie optimization. IEEE Access. 8:109177–109197. doi: 10.1109/ACCESS.2020.2999540.
  • Javaid M, Haleem A, Singh RP, Suman R. 2022. Enhancing smart farming through the applications of agriculture 4.0 technologies. Int J Intell Networks. 3:150–164. doi: 10.1016/j.ijin.2022.09.004.
  • Jin XB, Yu XH, Wang XY, Bai YT, Su TL, Kong JL. 2020. Deep learning predictor for sustainable precision agriculture based on internet of things system. Sustainability. 12(4):1433. doi: 10.3390/su12041433.
  • Kashyap PK, Kumar S, Jaiswal A, Prasad M, Gandomi AH. 2021. Towards precision agriculture: IoT-enabled intelligent irrigation systems using deep learning neural network. IEEE Sensors J. 21(16):17479–17491. doi: 10.1109/JSEN.2021.3069266.
  • Manjula E, Djodiltachoumy S. 2022. Efficient prediction of recommended crop variety through soil nutrients using deep learning algorithm. J Postharvest Technol. 10(2):66–80.
  • Maraveas C, Asteris PG, Arvanitis KG, Bartzanas T, Loukatos D. 2023. Application of bio and nature-inspired algorithms in agricultural engineering. Arch Computat Methods Eng. 30(3):1979–2012. doi: 10.1007/s11831-022-09857-x.
  • Pandey C, Sethy PK, Behera SK, Vishwakarma J, Tande V. 2022. Smart agriculture: Technological advancements on agriculture—A systematical review. Deep Learn for Sustain Agriculture. 1–56.
  • Rezk NG, Hemdan EE, Attia AF, El-Sayed A, El-Rashidy MA. 2021. An efficient IoT based smart farming system using machine learning algorithms. Multimed Tools Appl. 80(1):773–797. doi: 10.1007/s11042-020-09740-6.
  • Roy SK, De D. 2022. Genetic algorithm based internet of precision agricultural things (IopaT) for agriculture 4.0. Internet Things. 18:100201. doi: 10.1016/j.iot.2020.100201.
  • Sami M, Khan SQ, Khurram M, Farooq MU, Anjum R, Aziz S, Qureshi R, Sadak F. 2022. A deep learning-based sensor modeling for the smart irrigation system. Agronomy. 12(1):212. doi: 10.3390/agronomy12010212.
  • Sangeetha S, Victoire AA, Shanthakumar P. 2022. Bayesian fuzzy clustering‐based routing protocol in heterogeneous wireless sensor network using fractional border collie optimization. Int J Commun Syst. 35(18):e5341. doi: 10.1002/dac.5341.
  • Sanjeevi P, Prasanna S, Siva Kumar B, Gunasekaran G, Alagiri I, Vijay Anand R. 2020. Precision agriculture and farming using the internet of things based on a wireless sensor network. Trans Emerging Tel Tech. 31(12):e3978. doi: 10.1002/ett.3978.
  • Senapaty MK, Ray A, Padhy N. 2023. IoT-enabled soil nutrient analysis and crop recommendation model for precision agriculture. Computers. 15(3):61. doi: 10.3390/computers12030061.
  • Symeonaki E, Arvanitis K, Piromalis D. 2020. A context-aware middleware cloud approach for integrating precision farming facilities into the IoT toward agriculture 4.0. Appl Sci. 10(3):813. doi: 10.3390/app10030813.
  • Thilakarathne NN, Bakar MS, Abas PE, Yassin H. 2022. A cloud enabled crop recommendation platform for machine learning-driven precision farming. Sensors. 22(16):6299. doi: 10.3390/s22166299.
  • Zhang N, Wang M, Wang N. 2002. Precision agriculture—a worldwide overview. Comp Electron Agriculture. 36(2–3):113–132. doi: 10.1016/S0168-1699(02)00096-0.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.