Digital Transformation for Sustainable Future - Agriculture 4.0: A review
Abstract
The aim of this review is to gain holistic solutions in a systematic view, based on water-energy-food resources to agricultural digital transformation that will play role in sustainable development. The transition from primitive to digital is given with road maps covering agricultural and industrial revolutions at four stages on timeline. Digital agriculture combined under precision agriculture and Agriculture 4.0 are handled based on domains covering monitoring, control, prediction, and logistics. Digital technologies are explained with application examples such as the Internet of Things (IoT), cloud computing, big data, artificial intelligence, decision support systems, etc. Wearable sensor technologies, real-time monitoring systems tracking whole conditions of animals in livestock, the IoT-based irrigation and fertilization systems that help enhance the efficiency of irrigation processes and minimize water and fertilizer losses in agricultural fields and greenhouses, blockchain-based electronic agriculture, and solutions based on drones and robotics that reduce herbicide and pesticide use are handled systematically. Moreover, renewable energy technologies to be provided synergy between technologies such as agrivoltaics and aquavoltaics combining food and energy production in rural are explained, besides solar-powered pivot and drip irrigation systems and environmental monitoring systems. As a result, for a sustainable future, technological innovations that increase crop productivity and improve crop quality, protect the environment, provide efficient resource use and decrease input costs can help us facing in agriculture of today overwhelm many the economic, social, and environmental challenges.
Keywords
References
- Abegaz B W, Datta T & Mahajan S M (2018). Sensor technologies for the energy-water nexus – A review. ACS Applied Energy Materials, 210: 451-466. https://doi.org/10.1016/j.apenergy.2017.01.033
- Aceto G, Persico V & Pescape A (2019). A Survey on Information and Communication Technologies for Industry 4.0: State-of-the-Art, Taxonomies, Perspectives, and Challenges, IEEE Commun. Surv. Tutorials, 21(4): 3467-3501. https://doi.org/10.1109/COMST.2019.2938259
- Adebanjo D, Laosirihongthong T, Samaranayake P & Teh P L (2020). Key enablers of industry 4.0 development at firm level: Findings from an emerging economy, IEEE Transactions on Engineering Management. https://doi.org/10.1109/TEM.2020.3046764
- Agostini A, Colauzzi M & Amaducci S (2021). Innovative agrivoltaic systems to produce sustainable energy: An economic and environmental assessment. Applied Energy 281: 116102. https://doi.org/10.1016/j.apenergy.2020.116102
- Agrovoltaics (2021). Agrovoltaics a Solar Innovation and Triple usage of Solar Energy. Retrieved in July, 29, 2021 from https://agrovoltaics.com/index.php
- Ahmad L & Nabi F (2021). Agriculture 5.0. CRC Press, London
- Ahmed U, Mumtaz R, Anwar H, Mumtaz S & Qamar A M (2020). Water quality monitoring: From conventional to emerging technologies. Water Sci. Technol. Water Supply, 20: 28-45. https://doi.org/10.2166/ws.2019.144
- Alcon F, Tapsuwan S, Brouwer R, Yunes M, Mounzer O, de-Miguel M D (2019). Modelling farmer choices for water security measures in the Litani river basin in Lebanon. Sci. Total Environ. 647: 37-46. https://doi.org/10.1016/j.ins.2014.10.013
Details
Primary Language
English
Subjects
Engineering
Journal Section
Review
Publication Date
December 4, 2021
Submission Date
August 24, 2021
Acceptance Date
November 1, 2021
Published in Issue
Year 2021 Volume: 27 Number: 4
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