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Keeping data at the edge of smart irrigation networks: A case study in strawberry greenhouses

Constantinos Marios Angelopoulos, Gabriel Filios, Sotiris Nikoletseas, Theofanis P. Raptis
2020 Computer Networks  
In this paper, we follow a three-step methodological approach in order to design, implement and validate a solution for smart strawberry irrigation in greenhouses, while keeping the corresponding data  ...  at the edge of the network: (i) We develop a small-scale smart irrigation prototype solution with off-the-shelf hardware and software equipment, which we test and evaluate on different kinds of plants  ...  keeps the data at the edge 320 of the network.  ... 
doi:10.1016/j.comnet.2019.107039 fatcat:nmlimfr6jjdelkik7dwvvutotu

Automatic Learning in Agriculture: A Survey

Alia AlKameli, Mustafa Hammad
2021 International Journal of Computing and Digital Systems  
Agriculture plays a pivotal role in the growth of any nation.  ...  This paper presents a review of existing applications of machine learning in agriculture with a focus on the applications of Deep Reinforcement Learning techniques in agriculture.  ...  The input data, which is usually raw data, is fed into a network of multiple layers. The output of each layer is fed as an input to the next layer of the network.  ... 
doi:10.12785/ijcds/1001118 fatcat:sq75r6nnmvccpd6d6cfge4kzpq

Leveraging LoRaWAN Technology for Precision Agriculture in Greenhouses

Ritesh Kumar Singh, Michiel Aernouts, Mats De Meyer, Maarten Weyn, Rafael Berkvens
2020 Sensors  
We performed a real-time, end-to-end deployment of a LoRaWAN-based sensor network in a greenhouse of the 'Proefcentrum Hoogstraten' research center in Belgium.  ...  The technology development in wireless sensor network (WSN) offers a sustainable solution towards precision agriculture (PA) in greenhouses.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/s20071827 pmid:32218353 pmcid:PMC7181210 fatcat:2bzkdeyzhjhzrgfvvsa3miobxe

Recent developments of the Internet of Things in Agriculture: A Survey

Vippon Preet Kour, Sakshi Arora
2020 IEEE Access  
Inclusion of IoT, along with cloud computing, big data analytics, and wireless sensor networks can provide sufficient scope to predict, process, and analyze the situations and improve the activities in  ...  Based on the concepts of IoT a precision farming framework is also proposed in this article.  ...  [100] , developed a small scale smart irrigation prototype for a strawberry greenhouse.  ... 
doi:10.1109/access.2020.3009298 fatcat:b7tt3mizaffbrgpaytazftaine

Smart Agriculture: The Future of Agriculture using AI and IoT

Sapna Katiyar, Artika Farhana
2021 Journal of Computer Science  
Moreover limitations, challenges and future scope of smart agriculture is also discussed in this study.  ...  Agriculture sector contributing a significant share in World economy and in more than nine counties agronomy is the leading segment.  ...  Acknowledgement The authors are grateful to ABES Institute of Technology, Ghaziabad, India and Jizan University, Saudi Arabia for the permission to publish this research.  ... 
doi:10.3844/jcssp.2021.984.999 fatcat:k5a52l3n3vhhhl6slpb2gyjbfm

Internet-of-Things (IoT) based Smart Agriculture: Towards Making the Fields Talk

Muhammad Ayaz, Mohammad Ammad-uddin, Zubair Sharif, Ali Mansour, el-Hadi M. Aggoune
2019 IEEE Access  
The rapid emergence of the Internet-of-Things (IoT) based technologies redesigned almost every industry including "smart agriculture" which moved the industry from statistical to quantitative approaches  ...  Such revolutionary changes are shaking the existing agriculture methods and creating new opportunities along a range of challenges.  ...  GREENHOUSE FARMING Greenhouse farming is considered the oldest method of smart farming.  ... 
doi:10.1109/access.2019.2932609 fatcat:rblrdhep4fgjjlb77wv3vkrxnm

Smart Indoor Farms: Leveraging Technological Advancements to Power a Sustainable Agricultural Revolution

Anirban Jyoti Hati, Rajiv Ranjan Singh
2021 AgriEngineering  
However, with the evolution of technology (and when they become widely available in the near future), a more favourable farming scenario may emerge.  ...  Finally, in order to adapt smart indoor farms and their study scope, our work has presented various research areas to potential researchers.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/agriengineering3040047 fatcat:aiiydc3dovecrc6u43kupid3ti

An Intelligent IoT-Based System Design for Controlling and Monitoring Greenhouse Temperature

Ahmad F Subahi, Kheir Eddine Bouazza
2020 IEEE Access  
Using Internet of Things (IoT) technologies in greenhouse farming allows reduction of the immediate impact of external climatic conditions.  ...  A Petri Nets (PN) model is used to achieve both monitoring of the greenhouse environment and generating the suitable reference temperature which is sent later to a temperature regulation block.  ...  The reference temperature sending stage can still be activated for a duration chosen by the system manager. In this case study the PN model keeps this state activated for 3 minutes.  ... 
doi:10.1109/access.2020.3007955 fatcat:2att3yxfy5hufjiwltmuyivtha

Proceedings Of The 7Th Asian-Australasian Conference On Precision Agriculture [article]

W Nelson
2017 Zenodo  
Proceedings of the 7th Asian-Australasian Conference on Precision Agriculture, ABSTRACTS  ...  Poster Machine vision based system for flower counting in strawberry plants Strawberry flowers are white in color with a yellow pollen at the center, which later becomes a fruit.  ...  This paper presents a case study to demonstrate how precision irrigation practices can be used for best management of irrigation onto variable soils to enhance crop yield and minimise irrigation-related  ... 
doi:10.5281/zenodo.1006670 fatcat:wupvtcswufg3bkpm3mdkrn5a4m

Proceedings Of The 7Th Asian-Australasian Conference On Precision Agriculture [article]

W Nelson
2017 Zenodo  
Proceedings of the 7th Asian-Australasian Conference on Precision Agriculture, ABSTRACTS  ...  Strawberry plants produce flowers and fruits simultaneously throughout the season. Strawberry flowers are white in color with a yellow pollen at the center, which later becomes a fruit.  ...  This paper presents a case study to demonstrate how precision irrigation practices can be used for best management of irrigation onto variable soils to enhance crop yield and minimise irrigation-related  ... 
doi:10.5281/zenodo.1006669 fatcat:jb6sqa7ayngmlg7amwlpdkfmcy

Advances in greenhouse automation and controlled environment agriculture: A transition to plant factories and urban agriculture

Redmond Ramin Shamshiri, Fatemeh Kalantari, K. C. Ting, Kelly R. Thorp, Ibrahim A. Hameed, Cornelia Weltzien, Desa Ahmad, Zahra Mojgan Shad
2018 International Journal of Agricultural and Biological Engineering  
This study reviewed several aspects of a high-tech CEA system including improvements in the frame and covering materials, environment perception and data sharing, and advanced microclimate control and  ...  This review is an attempt to highlight some of the most recent advances in greenhouse technology and CEA in order to raise the awareness for technology transfer and adaptation, which is necessary for a  ...  In the case of tomatoes, shading affects biosynthesis and carotene level of lycopene. According to the study of Cockshull et al.  ... 
doi:10.25165/j.ijabe.20181101.3210 fatcat:a6wlupv7aje7raii2kh2dztq6y

Enhancing Energy Saving in Smart Farming Through Aggregation and Partition Aware IOT Routing Protocol

Karim Fathallah, Mohamed Amine Abid, Nejib Ben Hadj-Alouane
2020 Sensors  
In contrast to RPL, the proposed technique builds a routing topology enabling efficient in-network data aggregation, hence dramatically reducing data traffic through the network.  ...  It consists essentially of deploying wireless networks of IP-enabled sensor nodes in a partitioned farmland area.  ...  In the case of strawberry, we need to maintain the temperature at 30 • C during the day and 15 • C during the night, for one year.  ... 
doi:10.3390/s20102760 pmid:32408642 pmcid:PMC7294426 fatcat:rl2aoxhfejb2jpyvj42esksw4e

Machine Learning Applications for Precision Agriculture: A Comprehensive Review

Abhinav Sharma, Arpit Jain, Prateek Gupta, Vinay Chowdary
2020 IEEE Access  
Agriculture plays a vital role in the economic growth of any country.  ...  In this article, authors present a systematic review of ML applications in the field of agriculture.  ...  [157] practically evaluated the performance of strawberry harvesting robots in a greenhouse test field.  ... 
doi:10.1109/access.2020.3048415 fatcat:7r4bjin7ang7bo3j4brv6kdxiu

State of the Art of Urban Smart Vertical Farming Automation System: Advanced Topologies, Issues and Recommendations

Mohamad Hanif Md Saad, Nurul Maisarah Hamdan, Mahidur R. Sarker
2021 Electronics  
The urban smart vertical farming (USVF) is a solution to secure food production, which can be introduced at any adaptive reuse, retrofit, or new buildings in vertical manners.  ...  Food production must increase by 60% by 2050 to meet global food security demands in the face of uncertainty such as the COVID-19 pandemic and a growing population.  ...  The study in [22] also presented some crops such as different vegetables, strawberries can produce all seasons of the year which provides benefit in terms of crops could be sold in the same infrastructures  ... 
doi:10.3390/electronics10121422 fatcat:dggv2keplzfijdvjfi2hkpriue

Automation and Robotics Used in Hydroponic System [chapter]

Alejandro Isabel Luna Maldonado, Julia Mariana Márquez Reyes, Héctor Flores Breceda, Humberto Rodríguez Fuentes, Juan Antonio Vidales Contreras, Urbano Luna Maldonado
2019 Hydrocultural and Hydroponics Systems [Working Title]  
The above advances will improve the efficiency of hydroponics to increase the quality and quantity of the produce and pose an opportunity for the growth of the hydroponics market in near future.  ...  hydroponic system using internet of things and web technology; neural network-based fault detection in hydroponics; additional technologies implemented in hydroponic systems and robotics in hydroponic  ...  We thank the Universidad Autónoma de Nuevo León, Mexican Ministry of Education, as well as Mexican Council for Science and Technology for their support. Urban Horticulture -Necessity of the Future  ... 
doi:10.5772/intechopen.90438 fatcat:2gzxdtnuofasblsb6g44xpkyqa
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