journal article·2023Open access

Information-Centric IoT-Based Smart Farming with Dynamic Data燨ptimization

Souvik Pal, Hannah VijayKumar, D. Akila, N. Z. Jhanjhi, Omar A. Darwish, Fathi Amsaad

Computers, Materials & Continua· Volume 74· Issue 2

Abstract

Smart farming has become a strategic approach of sustainable agriculture management and monitoring with the infrastructure to exploit modern technologies, including big data, the cloud, and the Internet of Things (IoT). Many researchers try to integrate IoT-based smart farming on cloud platforms effectively. They define various frameworks on smart farming and monitoring system and still lacks to define effective data management schemes. Since IoT-cloud systems involve massive structured and unstructured data, data optimization comes into the picture. Hence, this research designs an Information-Centric IoT-based Smart Farming with Dynamic Data Optimization (ICISF-DDO), which enhances the performance of the smart farming infrastructure with minimal energy consumption and improved lifetime. Here, a conceptual framework of the proposed scheme and statistical design model has been well defined. The information storage and management with DDO has been expanded individually to show the effective use of membership parameters in data optimization. The simulation outcomes state that the proposed ICISF-DDO can surpass existing smart farming systems with a data optimization ratio of 97.71%, reliability ratio of 98.63%, a coverage ratio of 99.67%, least sensor error rate of 8.96%, and efficient energy consumption ratio of 4.84%.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Smart Agriculture and AI · IoT and Edge/Fog Computing · Water Quality Monitoring Technologies

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (30)

Show source-provided references
1. Smart farming: Agriculture’s shift from a labor intensive to technology native industry10.1016/j.iot.2019.100142 ↗
2. A smart farming concept based on smart embedded electronics, internet of things and wireless sensor network10.1016/j.iot.2020.100161 ↗
3. Towards paddy rice smart farming: A review on big data, machine learning and rice production tasks10.1109/ACCESS.2021.3069449 ↗
4. Survey on security threats in agricultural IoT and smart farming10.3390/s20226458 ↗
5. Leveraging fog computing for sustainable smart farming using distributed simulation10.1109/JIOT.2020.2967405 ↗
6. Feature extraction for cocoa bean digital image classification prediction for smart farming application10.3390/agronomy10111642 ↗
7. Ced-net: Crops and weeds segmentation for smart farming using a small cascaded encoder-decoder architecture10.3390/electronics9101602 ↗
8. A review of applications and communication technologies for internet of things (IoT) and unmanned aerial vehicle (UAV) based sustainable smart farming10.3390/su13041821 ↗
9. A sensing approach for automated and real-time pesticide detection in the scope of smart-farming10.1016/j.compag.2020.105759 ↗
10. A web based application for agriculture:Smart farming system10.30534/ijeter/2020/18862020 ↗
11. Machine learning prediction analysis using IoT for smart farming10.30534/ijeter/2020/250892020 ↗
12. Smart farming technologies in arable farming: Towards a holistic assessment of opportunities and risks10.3390/su13126783 ↗
13. Development of soil moisture monitoring by using IoT and UAV-SC for smart farming application10.25046/aj050444 ↗
14. Big data storage and analysis for smart farming
15. Big data processing architecture for smart farming10.1016/j.procs.2020.10.014 ↗
16. A farm management information system using future internet technologies10.1016/j.ifacol.2016.10.060 ↗
17. Building safety and security smart home and farm system, based on information management and IoT technology10.4018/JGIM.20211101.oa21 ↗
18. Ouafiq · Human Centred Intelligent Systems · 2021 · 269
19. Siddharth · Unmanned Aerial Vehicles for Internet of Things (IoT): Concepts, Techniques, and Applications · 2021 · 24710.1002/9781119769170.ch14 ↗
20. Data analytics and optimization for smart industry10.1007/s42524-020-0126-0 ↗
21. Advances in meta-heuristic optimization algorithms in big data text clustering10.3390/electronics10020101 ↗
22. A query language and optimization techniques for unstructured data
23. Fedx: Optimization techniques for federated query processing on linked data
24. An IoT based smart farming system using machine learning
25. An innovative IoT based system for precision farming10.1016/j.compag.2021.106291 ↗
26. A Low-cost information monitoring system for smart farming applications10.3390/s20082367 ↗
27. E. Adetiba, C. F. Olumba, A. H. Ifijeh, E. Noma-Osaghae, J. N. Adetiba et al., “Internet of things and farm management information system for precision agriculture: A proof of concept circuit, simulation and web app,” Preprints 2021, 2021030457, 2021.
28. Vehicle re-identification model based on optimized DenseNet121 with joint loss10.32604/cmc.2021.016560 ↗
29. Memetic optimization with cryptographic encryption for secure medical data transmission in IoT-based distributed systems
30. Sahana · IoT and Analytics for Agriculture. Studies in Big Data · 2020 · 63 · 21110.1007/978-981-13-9177-4_10 ↗