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A smart agricultural model by integrating IoT, mobile and cloud-based big data analytics | IEEE Conference Publication | IEEE Xplore

A smart agricultural model by integrating IoT, mobile and cloud-based big data analytics


Abstract:

Nowadays, the traditional database paradigm does not have enough storage for the data produced by Internet of Things (IoT) devices leads to the need of cloud storage. The...Show More

Abstract:

Nowadays, the traditional database paradigm does not have enough storage for the data produced by Internet of Things (IoT) devices leads to the need of cloud storage. These data's are analyzed with the help of Big Data mining techniques. Cloud based big data analytics and the IoT technology performs an important role in the feasibility study of smart agriculture. Smart or precision agricultural systems are estimated to play an essential role in improving agriculture activities. Mobile device usage is very common by everyone, including the farmers. In that, in the daily life of farmers the Information and Communication Technologies (ICT) play a vital role to get the agricultural Information. The IoT has various applications in Digital Agriculture domain like monitoring the crop growth, selection of the fertilizer, irrigation decision support system, etc. In this paper, IoT device is used to sense the agricultural data and it is stored into the Cloud database. Cloud based Big data analysis is used to analyze the data viz. fertilizer requirements, analysis the crops, market and stock requirements for the crop. Then the prediction is performed based on data mining technique which information reaches the farmer via mobile app. Our ultimate aim is to increase the crop production and control the agricultural cost of the products using this predicted information.
Date of Conference: 23-24 June 2017
Date Added to IEEE Xplore: 22 March 2018
ISBN Information:
Conference Location: Coimbatore, India
Citations are not available for this document.

I. Introduction

In the last few years many applications are being developed in the recent technologies like Internet-of-Things, Big Data, cloud and mobile computing. Nowadays, the world is moving on towards the smart world concepts such as smart cities, smart homes, smart phones etc. Agriculture plays an important role in an Indian economy. It continues to be the stay of life for the majority of the Indian populations [1]. Due to the improper maintenance, the crop becomes damaged which causes a huge loss for a farmer and hence the smart Agriculture concept was introduced. Precision agriculture is used to enhance the crop production by using the advanced technologies. It supplies the information about different environmental aspects and it helps to monitor the system. Monitoring environmental factors are not enough and complete solution to improve the yield of the crops. There are numbers of other aspects that affect the productivity to the huge level. These factors include an attack of insects and pests and are to be controlled by sprinkling the proper insecticide and pesticides for the crop. Then the birds and other wild animals are stealing the crops at the harvesting stage. So, the farmers face several problems during the cultivation and harvesting stage. The solutions for all the problems are to take care of all factors and develop an integrated system which contains technologies as given below.

Cites in Papers - |

Cites in Papers - IEEE (42)

Select All
1.
Md. Sabbir Hossain, Mostafijur Rahman, Ashifur Rahman, Md. Mohsin Kabir, M. F. Mridha, Jie Huang, Jungpil Shin, "Automatic Navigation and Self-Driving Technology in Agricultural Machinery: A State-of-the-Art Systematic Review", IEEE Access, vol.13, pp.94370-94401, 2025.
2.
Raja M, Nagaraj P, Jonnakuti Sharon, Sowmya Kalavakuri, Devika N V, Ventaka Vaishnavi Vallem, "Automated Plant Disease Diagnosis: Revolutionizing Agricultural Productivity using Convolutional Neural Networks", 2025 6th International Conference on Mobile Computing and Sustainable Informatics (ICMCSI), pp.1280-1284, 2025.
3.
Akhilesh Kumar Singh, Fru Ngwa Fru Junior, Ngu Leonel Mainsah, Bande Abdoul-Rahmane, "Enabling Data Collection and Analysis for Precision Agriculture in Smart Farms", IEEE Transactions on AgriFood Electronics, vol.3, no.1, pp.69-85, 2025.
4.
K Jeya Prakash, V Nandalal, T. Manikandan, V. Anand Kumar, Nallamalli Veda Sree Vallika, "Soil Detachment Analysis Using Richards Model", 2024 5th International Conference on Electronics and Sustainable Communication Systems (ICESC), pp.219-224, 2024.
5.
Dr Kumud Saxena, Akanksha Srivastav, Murugan R, "Employment of Applications of WSN in Agriculture Domain: A Review", 2024 1st International Conference on Sustainable Computing and Integrated Communication in Changing Landscape of AI (ICSCAI), pp.1-6, 2024.
6.
Sándor Székely, Fionan O’Driscoll, Leonardo Iheme, David Kypuros, Vincent Pang, Geoffrey Shmigelsky, "Smart Architecture Framework with 5G Private Networks and AI for Sustainable Agriculture", 2024 6th Global Power, Energy and Communication Conference (GPECOM), pp.730-735, 2024.
7.
Hemanth Chandra N, Soniya K M, Thriveni J, Venugopal K R, "IoT-Based Framework For Smart Agriculture", 2024 IEEE International Conference for Women in Innovation, Technology & Entrepreneurship (ICWITE), pp.37-44, 2024.
8.
D. Abitha Kumari, G. Moneekha, P.B. Nithya Sree, P Jai Siva Ranjani, S. Neenasri, "Digital Farming for Silkworms: A Technological Breakthrough", 2024 5th International Conference on Mobile Computing and Sustainable Informatics (ICMCSI), pp.352-356, 2024.
9.
P. Manikandan, V. Bargavram, C. Ganesh, K. Thrimurthy Reddy, K. Revathi, G. Vaishna Devi, "CUTTA: Canine Utility Trainable Talkative Application", 2023 5th International Conference on Advances in Computing, Communication Control and Networking (ICAC3N), pp.1671-1675, 2023.
10.
B. Perumal, J Deny, T Aravinth, S Gowshigan, E Nambi, V Rajendra Prasath, "PolyglotPiscis: A Multilingual Monitoring System for Enhanced Pisciculture", 2023 2nd International Conference on Automation, Computing and Renewable Systems (ICACRS), pp.1641-1646, 2023.
11.
B. Perumal, V. Bargavram, M. Bala Atharsh, Manoranjan Kumar, Deny. J, Rajesh V, "Smart Agriculture using Bio-Sensors and AI", 2023 2nd International Conference on Automation, Computing and Renewable Systems (ICACRS), pp.1071-1075, 2023.
12.
M. Pallikonda Rajasekaran, K. Rajesh, R. Jenitha, H.M. Ramalingam, "Agronomic Soil Testing Miniature with WSN", 2023 Innovations in Power and Advanced Computing Technologies (i-PACT), pp.1-5, 2023.
13.
C. Sivamurugan, Perumal B, Muthu Kumaran E, Rajesh V, Jayahari Prabhu G, Koushik Reddy K, "Performance Analysis of Single and Multi Pumps usage in Water Distribution System using Two Timer Relay and Differential Pressure Switch", 2023 First International Conference on Advances in Electrical, Electronics and Computational Intelligence (ICAEECI), pp.1-7, 2023.
14.
Jiaming Li, Liang He, Lei Wang, Shaolei Wang, Hanhan Ma, Kan Feng, "MAKBQA: Multi-hop Knowledge Base Question Answering System Based on Sensors and Internet Agricultural Data", 2023 20th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON), pp.33-40, 2023.
15.
Aldian Nurcahyo, Haryono Soeparno, Ford Lumban Gaol, Yulyani Arifin, "Developing Smart Precision Farming Using Big Data and Cloud-Based Intelligent Decision Support System", 2023 10th International Conference on ICT for Smart Society (ICISS), pp.1-6, 2023.
16.
Ahmad Ali AlZubi, Kalda Galyna, "Artificial Intelligence and Internet of Things for Sustainable Farming and Smart Agriculture", IEEE Access, vol.11, pp.78686-78692, 2023.
17.
Kapil Joshi, Santosh Kumar, Shruti Bhatla, Vishal Kaushik, Harishchander Anandaram, Anil Kumar, "Automation Intervention for Monitoring Agriculture Farming Scale: A Review", 2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT), pp.1-6, 2023.
18.
Jakup Fondaj, Mentor Hamiti, Samedin Krrabaj, Besnik Selimi, Ermira Idrizi, "Proposal of Prediction Model for Smart Agriculture Based on IoT Sensor Data", 2023 46th MIPRO ICT and Electronics Convention (MIPRO), pp.120-125, 2023.
19.
K. Srilatha, D Rushikeshwar, N.R Bhaskar Chowdary, "Smart Warehouse Monitoring System using Internet of Things (IoT)", 2023 2nd International Conference on Vision Towards Emerging Trends in Communication and Networking Technologies (ViTECoN), pp.1-6, 2023.
20.
Josephine Selle Jeyanathan, B. Veerasamy, B. Medha, G.Tharun Venkata Sai, R.Bharath Kumar, Varsha Sahu, "Design of Crop Recommender System using Machine Learning and IoT", 2023 7th International Conference on Trends in Electronics and Informatics (ICOEI), pp.1127-1132, 2023.
21.
Ghadeer Alrehaili, Najla Galam, Rawan Alawad, Lamya Albraheem, "Cloud-Based Big Data Analytics on IoT Applications", 2023 International Conference on IT Innovation and Knowledge Discovery (ITIKD), pp.1-8, 2023.
22.
Gs Lekshmi, P Rekha, "AI Based IoT Framework for Soil Analysis and Fertilization Recommendation for Smart Coconut Farming", 2022 8th International Conference on Signal Processing and Communication (ICSC), pp.26-31, 2022.
23.
Bhavesh Suneja, Ashish Negi, Narendra Kumar, Rishav Bhardwaj, "Cloud-based Tomato Plant Growth and Health Monitoring System using IoT", 2022 3rd International Conference on Intelligent Engineering and Management (ICIEM), pp.237-243, 2022.
24.
Muhammad Shoaib Farooq, Shamyla Riaz, Mamoun Abu Helou, Falak Sher Khan, Adnan Abid, Atif Alvi, "Internet of Things in Greenhouse Agriculture: A Survey on Enabling Technologies, Applications, and Protocols", IEEE Access, vol.10, pp.53374-53397, 2022.
25.
Sushitha S, Harsha Hegde, "“Smart Farming-a key to Sustainable Agriculture Development in India” -A Study", 2022 4th International Conference on Smart Systems and Inventive Technology (ICSSIT), pp.63-71, 2022.
26.
Dina Fawzy, Sherin M. Moussa, Nagwa L. Badr, "The Internet of Things and Architectures of Big Data Analytics: Challenges of Intersection at Different Domains", IEEE Access, vol.10, pp.4969-4992, 2022.
27.
Hexian Kuang, Huiru Cao, Xiaomin Li, Haixiu Cheng, "A Framework for Multi-Event Data Collection Using Unmanned Aerial Vehicle Aided Internet of Things in Smart Agriculture", 2021 IEEE 2nd International Conference on Information Technology, Big Data and Artificial Intelligence (ICIBA), vol.2, pp.174-177, 2021.
28.
Rishi Gupta, Akhilesh Kumar Sharma, Oorja Garg, Krishna Modi, Shahreen Kasim, Zirawani Baharum, Hairulnizam Mahdin, Salama A. Mostafa, "WB-CPI: Weather Based Crop Prediction in India Using Big Data Analytics", IEEE Access, vol.9, pp.137869-137885, 2021.
29.
A Anoop, Meenu Thomas, K Sachin, "IoT Based Smart Warehousing using Machine Learning", 2021 Asian Conference on Innovation in Technology (ASIANCON), pp.1-6, 2021.
30.
Ebtsam Elsahlamy, Abeer Eshra, Nadia Eshra, Nawal El-Fishawy, "Empowering GIS with Big Data: A review of recent advances", 2021 International Conference on Electronic Engineering (ICEEM), pp.1-7, 2021.

Cites in Papers - Other Publishers (66)

1.
Muhammed Cuhadar, "The Impact of Drought on Agricultural Production and Agricultural Adaptation to Drought", Agricultural Economics and Climate Change, pp.83, 2024.
2.
Natei Ermias Benti, Mesfin Diro Chaka, Addisu Gezahegn Semie, Bikila Warkineh, Teshome Soromessa, "Transforming agriculture with Machine Learning, Deep Learning, and IoT: perspectives from Ethiopia—challenges and opportunities", Discover Agriculture, vol.2, no.1, 2024.
3.
Yue Zheng, Zhijian Jiang, Oleksiy V. Kozlov, Yuriy P. Kondratenko, "Fuzzy automatic control of the irrigation process for the IoT-based smart farming systems", Journal of Ambient Intelligence and Smart Environments, vol.16, no.3, pp.337, 2024.
4.
Anandkumar Naorem, Abhishek Patel, Sujan Adak, Puja Singh, Shiva Kumar Udayana, "Precision Technologies and Digital Solutions", Digital Agricultural Ecosystem, pp.175, 2024.
5.
Haoyu Niu, YangQuan Chen, "Introduction", Smart Big Data in Digital Agriculture Applications, pp.3, 2024.
6.
Abbas Hameed Abdul Hussein, Kadhim A. Jabbar, Aymen Mohammed, Hassan M. Al-Jawahry, "AI and IoT in Farming: A Sustainable Approach", E3S Web of Conferences, vol.491, pp.01020, 2024.
7.
Chabi Gupta, "Crop Management Using Predictive Analytics", Exploring Ethical Dimensions of Environmental Sustainability and Use of AI, pp.106, 2024.
8.
Shreekant Salotagi, Jayashree D. Mallapur, "Optimization of Estimated Routing Paths in IoT Agriculture Applications", Techno-societal 2022, pp.391, 2024.
9.
Linu Joseph, Dhanapal Ramasamy, "Hybrid bidirectional long short term memory with black widow optimization for crop yield prediction using data mining", Concurrency and Computation: Practice and Experience, 2023.
10.
Meenaxi M. Raikar, Meena S M, "Fog Computing-Enabled Internet of Things for Resource Optimization", Machine Learning and Big Data Analytics, vol.401, pp.329, 2023.
11.
Ashwini Kumar, Dilip Kumar Choubey, Manish Kumar, Santosh Kumar, "APP?Based Agriculture Information System for Rural Farmers in India", Convergence of Cloud with AI for Big Data Analytics, pp.257, 2023.
12.
Vaishnavi Vadivelu, Prakash Nachimuthu, Aarthi Ravi, Arun Kumar Thatchanamurthy, "An IoT adoption in agriculture: Challenges and futuristic directions", 24TH TOPICAL CONFERENCE ON RADIO-FREQUENCY POWER IN PLASMAS, vol.2984, pp.020025, 2023.
13.
Antonella Falanga, Armando Cartenì, "Revolutionizing Mobility: Big Data Applications in Transport Planning", WSEAS TRANSACTIONS ON ENVIRONMENT AND DEVELOPMENT, vol.19, pp.1421, 2023.
14.
Tong Wu , Xiaochen Ma , Hailun Yan , " Enabling Privacy-Preserving Data Sharing with Bilateral Access Control for Cloud ", Electronics , vol. 12 , no. 23 , pp. 4798 , 2023 .
15.
Tarek Alahmad, Miklos Nemenyi, Aniko Nyeki, "Applying IoT Sensors and Big Data to Improve Precision Crop Production: A Review", Agronomy, vol.13, no.10, pp.2603, 2023.
16.
Purnima Gandhi, "Advanced Application Development in Agriculture—Issues and Challenges", ICT with Intelligent Applications, vol.719, pp.625, 2023.
17.
Pushpa Singh, Murari Kumar Singh, Narendra Singh, Ashish Chakraverti, "IoT and AI-based Intelligent Agriculture Framework for Crop Prediction", International Journal of Sensors, Wireless Communications and Control, vol.13, no.3, pp.145, 2023.
18.
Disha Garg, Mansaf Alam, "A Sensor Data Acquisition System for Smart Agriculture", SN Computer Science, vol.4, no.5, 2023.
19.
Neeraj Kumar Pandey, Sampoorna Kashyap, Ashish Sharma, Manoj Diwakar, "Contribution of Cloud‐Based Services in Post‐Pandemic Technology Sustainability and Challenges", Evolving Networking Technologies, pp.55, 2023.
20.
Philipp Kisters, Hanno Schreiber, Janick Edinger, "Categorization of crowd-sensing streaming data for contextual characteristic detection", Journal of Smart Cities and Society, pp.1, 2023.
21.
Robin Chataut, Alex Phoummalayvane, Robert Akl, "Unleashing the Power of IoT: A Comprehensive Review of IoT Applications and Future Prospects in Healthcare, Agriculture, Smart Homes, Smart Cities, and Industry 4.0", Sensors, vol.23, no.16, pp.7194, 2023.
22.
Nimra Saeed, Hassaan Malik, Ahmad Naeem, Umair Bashir, "Incorporating big data and IoT in intelligent ecosystems: state-of-the-arts, challenges and opportunities, and future directions", Multimedia Tools and Applications, 2023.
23.
Sandeep Bhatia, Zainul Abdin Jaffery, Shabana Mehfuz, Neha Goel, "Integration of WSN and IoT", Handbook of Research on Machine Learning-Enabled IoT for Smart Applications Across Industries, pp.435, 2023.
24.
F.D. Juraev, A.R. Mallaev, G.M. Aralov, B.Sh. Ibragimov, I. Ibragimov, "Algorithms for improving the process of modeling complex systems based on big data: On the example of regional agricultural production", E3S Web of Conferences, vol.392, pp.01050, 2023.
25.
Nuwan Jaliyagoda, Sandali Lokuge, P. M. P. C. Gunathilake, K. S. P. Amaratunga, W. A. P. Weerakkody, Pradeepa C. G. Bandaranayake, Asitha U. Bandaranayake, "Internet of things (IoT) for smart agriculture: Assembling and assessment of a low-cost IoT system for polytunnels", PLOS ONE, vol.18, no.5, pp.e0278440, 2023.
26.
Disha Garg, Mansaf Alam, "Smart agriculture: a literature review", Journal of Management Analytics, vol.10, no.2, pp.359, 2023.
27.
Akash Bhattacharyya, Jagannath Singh, "Mobile Data Analytics: A Comprehensive Case Study", Mobile Application Development: Practice and Experience, vol.452, pp.83, 2023.
28.
Aritra Nandi, Asmita Hobisyashi, Shivam Yadav, Hiren Mewada, "Cloud-Based IoT Controlled System Model for Plant Disease Monitoring", Predictive Analytics in Cloud, Fog, and Edge Computing, pp.75, 2023.
29.
Hemn Barzan Abdalla, "A brief survey on big data: technologies, terminologies and data-intensive applications", Journal of Big Data, vol.9, no.1, 2022.
30.
Ashay Rokade, Manwinder Singh, Praveen Kumar Malik, Rajesh Singh, Turki Alsuwian, "Intelligent Data Analytics Framework for Precision Farming Using IoT and Regressor Machine Learning Algorithms", Applied Sciences, vol.12, no.19, pp.9992, 2022.

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