Automated weather forecasting and field monitoring using GRU-CNN model along with IoT to support precision agriculture

T Akilan, KM Baalamurugan - Expert systems with applications, 2024 - Elsevier
India's agricultural sector is dwindling, which has an impact on ecosystem output. Smart
farming increases crop productivity by reducing waste and making effective use of fertiliser …

Multidisciplinary real-time model for smart agriculture based on weather forecasting using IoT, machine learning, big data and cloud

M Kumari, A Kumar, P Singh… - 2021 5th International …, 2021 - ieeexplore.ieee.org
Agriculture is the backbone and boost for Indian economy. Many of the population around
75% depends on agriculture. Therefore, it is needed to use best out of it. In the modern era …

Farm monitoring and disease prediction by classification based on deep learning architectures in sustainable agriculture

A Wongchai, D rao Jenjeti, AI Priyadarsini, N Deb… - Ecological …, 2022 - Elsevier
Agriculture is necessary for all human activities to survive. Overpopulation and resource
competitiveness are major challenges that threaten the planet's food security. Smart farming …

An efficient IoT based crop disease prediction and crop recommendation for precision agriculture

G Sravanthi, NR Moparthi - Cluster Computing, 2024 - Springer
Abstract Internet of Things (IoT) frameworks generates data for large and remote agricultural
areas through sensors and use this data for crop predictions by several machine learning …

Smart AgrIOT: A Machine learning and IOT based complete farming solution

S Attari, O Dhatingan, A Gupta… - 2022 IEEE 19th India …, 2022 - ieeexplore.ieee.org
Agriculture plays the major role in economics and survival of rural people in India. Due to
unavailability of crop related data, unexpected weather actions, wrong cropping methods …

Iot based smart agriculture and plant disease prediction

MSB Murugan, MK Rajagopal… - Journal of Physics …, 2021 - iopscience.iop.org
Agriculture is a very prominent sector in our country and has been one of the highest
contributors to the GDP. During the 1960s, an all-time high was reached with approximately …

An intelligent agriculture management system for rainfall prediction and fruit health monitoring

D Kaplun, S Deka, A Bora, N Choudhury, J Basistha… - Scientific Reports, 2024 - nature.com
Contrary to popular belief, agriculture is becoming more data-driven with artificial
intelligence and Internet-of-Things (IoT) playing crucial roles. In this paper, the integrated …

Internet of things based weekly crop pest prediction by using deep neural network

RM Saleem, RN Bashir, M Faheem, MA Haq… - IEEE …, 2023 - ieeexplore.ieee.org
Internet of Things (IoT) assisted application in agriculture shows tremendous success to
improve productivity in agriculture. Agriculture is grappling with issues such as depleted soil …

A method for weather forecasting using machine learning

N Alex, CC Sobin - 2021 5th conference on information and …, 2021 - ieeexplore.ieee.org
Agriculture is a sector that plays a crucial role in the economies of many countries around
the globe, like India where it contributes 16% of the total economy. Weather forecasting is …

Weather forecasting using artificial neural networks

GK Rahul, S Singh, S Dubey - 2020 8th International …, 2020 - ieeexplore.ieee.org
The weather conditions such as Minimum temperature, Precipitation Rate, wind speed,
Maximum temperature, pressure etc. have many important roles in the field of cultivation. In …