Automatic Irrigation Model Powered by Smart Rain Prediction Device in India
This paper presents a simple rain prediction device-based automatic irrigation management algorithm using a combination of weather parameters and soil moisture measurements for the water balance required for a crop at each condition during its growing phase that will reduce farmer intervention for...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Agricultural Extension Society of Nigeria
2023-01-01
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| Series: | Journal of Agricultural Extension |
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| Online Access: | http://aesonnigeria.org/ajm/index.php/jae/article/view/3486 |
| _version_ | 1797944681005318144 |
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| author | Geeta Ambildhuke Gupta Banik Barnali |
| author_facet | Geeta Ambildhuke Gupta Banik Barnali |
| author_sort | Geeta Ambildhuke |
| collection | DOAJ |
| description |
This paper presents a simple rain prediction device-based automatic irrigation management algorithm using a combination of weather parameters and soil moisture measurements for the water balance required for a crop at each condition during its growing phase that will reduce farmer intervention for irrigation and avoid unnecessary irrigation by predicting the rainfall before starting the motor for irrigating the field. This device is powered by various technologies like deep learning to classify clouds responsible for rain, machine learning models to predict rainfall based on atmospheric parameters and the Internet of Things (IoT) using different sensors to collect data from the field. This algorithm is very appropriate for farmers who are in remote locations and are not able to use the internet and WIFI due to its unavailability. The device will be attached to the motor, will take the data from sensors and will do the rain prediction at device level only and will switch ON/OFF the motor based on the soil moisture value and rain prediction without any human intervention.
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| first_indexed | 2024-04-10T20:43:28Z |
| format | Article |
| id | doaj.art-32619d5571d84f5486a64fa5750715dd |
| institution | Directory Open Access Journal |
| issn | 1119-944X 2408-6851 |
| language | English |
| last_indexed | 2024-04-10T20:43:28Z |
| publishDate | 2023-01-01 |
| publisher | Agricultural Extension Society of Nigeria |
| record_format | Article |
| series | Journal of Agricultural Extension |
| spelling | doaj.art-32619d5571d84f5486a64fa5750715dd2023-01-24T15:01:58ZengAgricultural Extension Society of NigeriaJournal of Agricultural Extension1119-944X2408-68512023-01-01271Automatic Irrigation Model Powered by Smart Rain Prediction Device in IndiaGeeta Ambildhuke0Gupta Banik BarnaliK L E F, Hyderabad This paper presents a simple rain prediction device-based automatic irrigation management algorithm using a combination of weather parameters and soil moisture measurements for the water balance required for a crop at each condition during its growing phase that will reduce farmer intervention for irrigation and avoid unnecessary irrigation by predicting the rainfall before starting the motor for irrigating the field. This device is powered by various technologies like deep learning to classify clouds responsible for rain, machine learning models to predict rainfall based on atmospheric parameters and the Internet of Things (IoT) using different sensors to collect data from the field. This algorithm is very appropriate for farmers who are in remote locations and are not able to use the internet and WIFI due to its unavailability. The device will be attached to the motor, will take the data from sensors and will do the rain prediction at device level only and will switch ON/OFF the motor based on the soil moisture value and rain prediction without any human intervention. http://aesonnigeria.org/ajm/index.php/jae/article/view/3486Precision AgricultureDeep LearningMachine LearningAutomatic IrrigationRain prediction |
| spellingShingle | Geeta Ambildhuke Gupta Banik Barnali Automatic Irrigation Model Powered by Smart Rain Prediction Device in India Journal of Agricultural Extension Precision Agriculture Deep Learning Machine Learning Automatic Irrigation Rain prediction |
| title | Automatic Irrigation Model Powered by Smart Rain Prediction Device in India |
| title_full | Automatic Irrigation Model Powered by Smart Rain Prediction Device in India |
| title_fullStr | Automatic Irrigation Model Powered by Smart Rain Prediction Device in India |
| title_full_unstemmed | Automatic Irrigation Model Powered by Smart Rain Prediction Device in India |
| title_short | Automatic Irrigation Model Powered by Smart Rain Prediction Device in India |
| title_sort | automatic irrigation model powered by smart rain prediction device in india |
| topic | Precision Agriculture Deep Learning Machine Learning Automatic Irrigation Rain prediction |
| url | http://aesonnigeria.org/ajm/index.php/jae/article/view/3486 |
| work_keys_str_mv | AT geetaambildhuke automaticirrigationmodelpoweredbysmartrainpredictiondeviceinindia AT guptabanikbarnali automaticirrigationmodelpoweredbysmartrainpredictiondeviceinindia |