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https://github.com/firefly-cpp/agriculture-4-0-5-0


https://github.com/firefly-cpp/agriculture-4-0-5-0

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# Awesome Agriculture 4.0 & 5.0

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We are curating **awesome** research and approaches to **Agriculture 4.0 & 5.0**!

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## Agriculture 4.0

### Books

### Review papers

Abbasi, Rabiya, Pablo Martinez, and Rafiq Ahmad. [The digitization of agricultural industry–a systematic literature review on agriculture 4.0](https://www.sciencedirect.com/science/article/pii/S2772375522000090) Smart Agricultural Technology 2 (2022): 100042.

DAYIOĞLU, Mehmet Ali, and Ufuk Turker. [Digital transformation for sustainable future-agriculture 4.0: a review](https://dergipark.org.tr/en/pub/ankutbd/issue/65780/986431) Journal of Agricultural Sciences 27.4 (2021): 373-399.

Garg, Disha, and Mansaf Alam. [Smart agriculture: a literature review](https://www.tandfonline.com/doi/abs/10.1080/23270012.2023.2207184) Journal of Management Analytics 10.2 (2023): 359-415.

Klerkx, Laurens, Emma Jakku, and Pierre Labarthe. [A review of social science on digital agriculture, smart farming and agriculture 4.0: New contributions and a future research agenda](https://www.sciencedirect.com/science/article/pii/S1573521419301769) NJAS-Wageningen journal of life sciences 90 (2019): 100315.

Siregar, Riki Ruli A., et al. [Vertical farming perspectives in support of precision agriculture using artificial intelligence: A review](https://www.mdpi.com/2073-431X/11/9/135) Computers 11.9 (2022): 135.

### Research papers

Alam, Md Fahim Bin, et al. [Analysis of the drivers of Agriculture 4.0 implementation in the emerging economies: Implications towards sustainability and food security](https://www.sciencedirect.com/science/article/pii/S2949736123000143) Green Technologies and Sustainability 1.2 (2023): 100021.

Araújo, Sara Oleiro, et al. [Characterising the agriculture 4.0 landscape—emerging trends, challenges and opportunities](https://www.mdpi.com/2073-4395/11/4/667) Agronomy 11.4 (2021): 667.

Beluhova-Uzunova, Rositsa, and Dobri Dunchev. [Agriculture 4.0–Concepts, Technologies and Prospects](https://managementjournal.usamv.ro/pdf/vol.22_2/Art11.pdf) Scientific Papers Series Management, Economic Engineering in Agriculture and Rural Development 22 (2022): 97-104.

Javaid, Mohd, et al. [Enhancing smart farming through the applications of Agriculture 4.0 technologies](https://www.sciencedirect.com/science/article/pii/S2666603022000173) International Journal of Intelligent Networks 3 (2022): 150-164.

Khujamatov, Kh E., and T. K. Toshtemirov. [Wireless sensor networks based Agriculture 4.0: challenges and apportions](https://ieeexplore.ieee.org/abstract/document/9351411) 2020 international conference on information science and communications technologies (ICISCT). IEEE, 2020.

Kovács, I., and I. Husti. [The role of digitalization in the agricultural 4.0–how to connect the industry 4.0 to agriculture?](http://real.mtak.hu/92028/1/06.pdf) Hungarian agricultural engineering 33 (2018): 38-42.

Morella, Paula, et al. [Study and analysis of the implementation of 4.0 technologies in the agri-food supply chain: A state of the art](https://www.mdpi.com/2073-4395/11/12/2526) Agronomy 11.12 (2021): 2526.

Rose, David Christian, and Jason Chilvers. [Agriculture 4.0: Broadening responsible innovation in an era of smart farming](https://www.frontiersin.org/articles/10.3389/fsufs.2018.00087/full) Frontiers in Sustainable Food Systems 2 (2018): 87.

## Agriculture 5.0

### Books

Ahmed, Latief, and Firasath Nabi. [Agriculture 5.0–The Future](https://www.taylorfrancis.com/chapters/edit/10.1201/9781003125433-9/agriculture-5-0-future-latief-ahmed-firasath-nabi) Agriculture 5.0. CRC Press, 2021. 187-203.

### Commentary

Fraser, Evan DG, and Malcolm Campbell. [Agriculture 5.0: reconciling production with planetary health](https://www.cell.com/one-earth/pdf/S2590-3322(19)30136-8.pdf) One Earth 1.3 (2019): 278-280.

### Review papers

Polymeni, Sofia, et al. "[The Impact of 6G-IoT Technologies on the Development of Agriculture 5.0: A Review](https://www.mdpi.com/2079-9292/12/12/2651)." Electronics 12.12 (2023): 2651.

VANGHELE, NA, et al. [AGRICULTURE 5.0-REVIEW](https://anale.agro-craiova.ro/index.php/aamc/article/download/1293/1222) Annals of the University of Craiova-Agriculture, Montanology, Cadastre Series 51.2 (2021): 576-583.

## Datasets

### Research papers

Baryshnikova, N., et al. [Ensuring global food security: Transforming approaches in the context of agriculture 5.0](https://iopscience.iop.org/article/10.1088/1755-1315/988/3/032024/meta) IOP conference series: earth and environmental science. Vol. 988. No. 3. IOP Publishing, 2022.

Contreras-Medina, David Israel, Sergio Ernesto Medina-Cuéllar, and Juan Manuel Rodríguez-García. [Roadmapping 5.0 Technologies in Agriculture: A Technological Proposal for Developing the Coffee Plant Centered on Indigenous Producers’ Requirements from Mexico, via Knowledge Management](https://www.mdpi.com/2223-7747/11/11/1502) Plants 11.11 (2022): 1502.

Dineva, Kristina, and Tatiana Atanasova. [Expandable IoT Architecture for Livestock in Agriculture 5.0](https://www.proquest.com/openview/7059963ef4ad5df7785ab51b90114fba/1?pq-origsite=gscholar&cbl=1536338) International Multidisciplinary Scientific GeoConference: SGEM 21.6.1 (2021): 93-100.

Ferreira, Anna Carolina Dall’Aneze, Silvia Lenyra Meirelles Campos Titotto, and Alessandra Cristina Santos Akkari. [Urban Agriculture 5.0: An Exploratory Approach to the Food System in a Super Smart Society](https://www.researchgate.net/profile/Alessandra-Akkari/publication/362061557_Urban_Agriculture_50_An_Exploratory_Approach_to_the_Food_System_in_a_Super_Smart_Society/) International Journal of Mathematical, Engineering and Management Sciences 7.4 (2022): 455.

Martos, Vanesa, et al. [Ensuring agricultural sustainability through remote sensing in the era of agriculture 5.0](https://www.mdpi.com/2076-3417/11/13/5911) Applied Sciences 11.13 (2021): 5911.

Mesías-Ruiz, Gustavo A., et al. [Boosting precision crop protection towards agriculture 5.0 via machine learning and emerging technologies: A contextual review](https://www.frontiersin.org/articles/10.3389/fpls.2023.1143326/full) Frontiers in Plant Science 14 (2023): 1143326.

Pandrea, Vlad-Andrei, Andrei-Ovidiu Ciocoiu, and Mihai Machedon-Pisu. [IoT-Based Irrigation System For Agriculture 5.0](https://ieeexplore.ieee.org/abstract/document/10171631/) 2023 17th International Conference on Engineering of Modern Electric Systems (EMES). IEEE, 2023.

Ragazou, Konstantina, et al. "[Agriculture 5.0: A new strategic management mode for a cut cost and an energy efficient agriculture sector](https://www.mdpi.com/1996-1073/15/9/3113)." Energies 15.9 (2022): 3113.

Siddharth, Dhirendra, Dilip Kumar Saini, and Ajay Kumar. [Precision agriculture with technologies for smart farming towards agriculture 5.0](https://onlinelibrary.wiley.com/doi/abs/10.1002/9781119769170.ch14) Unmanned Aerial Vehicles for Internet of Things (IoT) Concepts, Techniques, and Applications (2021): 247-276.

Tiwari, Rajesh, et al. [Agriculture 5.0 in India: Opportunities and Challenges of Technology Adoption](https://www.taylorfrancis.com/chapters/edit/10.1201/9781003138037-10/agriculture-5-0-india-rajesh-tiwari-khem-chand-arvind-bhatt-bimal-anjum-thirunavukkarasu) A Step Towards Society 5.0 (2021): 179-198.

VALENTIN, VLADUŢ, et al. [Principles of integration the agri-drones in agricultural production environments. New concepts towards agriculture-5.0](https://anale.agro-craiova.ro/index.php/aamc/article/download/1269/1198) Annals of the university of craiova-agriculture, montanology, cadastre series 51.2 (2021): 604-614.

Yin, Shi, Yuexia Wang, and Junfeng Xu. [Developing a conceptual partner matching framework for digital green innovation of agricultural high-end equipment manufacturing system toward agriculture 5.0: A Novel Niche Field Model Combined With Fuzzy VIKOR](https://www.frontiersin.org/articles/10.3389/fpsyg.2022.924109/full) Frontiers in Psychology 13 (2022): 924109.