I am an undergraduate student from the sey of Electrical and Electronics Engineering. My area of interest is Automation, Artificial intelligence, Deep Learning, Robotic systems Smart sensors. Phone: +91 9311234876
Insect numbers are dwindling over the world, and some species have gone extinct in the past. Expl... more Insect numbers are dwindling over the world, and some species have gone extinct in the past. Exploration of seldom seen Insect species has therefore become a difficult endeavor for Entomologists and Insect Watchers. We created an Android application based on deep learning to assist users in recognizing 280 different insect species, making insect categorization much more user-friendly. We employ Convolutional Neural Networks (CNN) pre-trained on ImageNet Dataset as freeze layers of the network in this article, then train the final output layer, which has 280 separate classes. The accuracy of CNN models such as EfficientNet-lite0, InceptionV3, Xception, ResNet-50, MobilenetV2, and InceptionResNetV2 has been evaluated, and the mobile app's operation has been discussed. Maximum train data accuracy of 99.81 percent and test data accuracy of 98.62 percent is accomplished.
International Journal for Research in Applied Science and Engineering Technology, 2021
Abstract: In a developing country like India, automation plays an important role in the developme... more Abstract: In a developing country like India, automation plays an important role in the development and advancement of the country. In the field of irrigation, proper method of irrigation is important . At the present era, the gardeners have been using irrigation technique in India through the manual control in which the gardeners irrigate at the regular intervals. This process sometimes consumes more water or sometimes the water reaches late due to which the grass and plants get dried. Over-irrigation can increase energy consumption and water cost as well as leaching of fertilizers below the root zone, erosion, and transport of soil and chemical particles to the drainage ditches. Irrigators who monitor soil moisture levels in the field greatly increase their ability to conserve water and energy and avoid soil erosion and water pollution. The objective of this paper is to develop sensor based automated gardening system to reduce water requirement and balanced gardening in smart city...
Insect numbers are dwindling over the world, and some species have gone extinct in the past. Expl... more Insect numbers are dwindling over the world, and some species have gone extinct in the past. Exploration of seldom seen Insect species has therefore become a difficult endeavor for Entomologists and Insect Watchers. We created an Android application based on deep learning to assist users in recognizing 280 different insect species, making insect categorization much more user-friendly. We employ Convolutional Neural Networks (CNN) pre-trained on ImageNet Dataset as freeze layers of the network in this article, then train the final output layer, which has 280 separate classes. The accuracy of CNN models such as EfficientNet-lite0, InceptionV3, Xception, ResNet-50, MobilenetV2, and InceptionResNetV2 has been evaluated, and the mobile app's operation has been discussed. Maximum train data accuracy of 99.81 percent and test data accuracy of 98.62 percent is accomplished.
In a developing country like India, automation plays an important role in the development and adv... more In a developing country like India, automation plays an important role in the development and advancement of the country. In the field of irrigation, proper method of irrigation is important. At the present era, the gardeners have been using irrigation technique in India through the manual control in which the gardeners irrigate at the regular intervals. This process sometimes consumes more water or sometimes the water reaches late due to which the grass and plants get dried. Over-irrigation can increase energy consumption and water cost as well as leaching of fertilizers below the root zone, erosion, and transport of soil and chemical particles to the drainage ditches. Irrigators who monitor soil moisture levels in the field greatly increase their ability to conserve water and energy and avoid soil erosion and water pollution. The objective of this paper is to develop sensor based automated gardening system to reduce water requirement and balanced gardening in smart city projects in India. Manpower isn`t required in this system and moisture content of soil will be balanced all the time.
Coming from a flourishing nation like India, Farming and Agriculture is the main source of income... more Coming from a flourishing nation like India, Farming and Agriculture is the main source of income the recent stats shows it is about still IOT and application of automation and handheld devices engages an imperative role towards greatness and amelioration of the country. During these present times there have been some previous old methods being used in farming which have many limitations and also very demanding in terms of human labour and have to go out for supervision and check for any intruders or alerts or even to spray water. These conventional process have recurring costs and more demanding sometimes false human alarms or even a false crop information as a result substantial damages are foreseen hence it increases the costs and burden over the farmer. It has been observed that in some cases where farmers are cooperating with the technological advancements which are available in the present era have benefited from its fruitful outcome. The aim of this paper is to develop a smart farm supervision and protection system which comes in handy for getting regular farm alerts on a smart phone the alerts can be changed in the form of a text message or even an automated phone call hence the additional feature of this model is the improvement of crop growth according to different seasons and weather.
In a developing country like India, automation plays an important role in the development and adv... more In a developing country like India, automation plays an important role in the development and advancement of the country. In the field of irrigation, proper method of irrigation is important. At the present era, the gardeners have been using irrigation technique in India through the manual control in which the gardeners irrigate at the regular intervals. This process sometimes consumes more water or sometimes the water reaches late due to which the grass and plants get dried. Over-irrigation can increase energy consumption and water cost as well as leaching of fertilizers below the root zone, erosion, and transport of soil and chemical particles to the drainage ditches. Irrigators who monitor soil moisture levels in the field greatly increase their ability to conserve water and energy and avoid soil erosion and water pollution. The objective of this paper is to develop sensor based automated gardening system to reduce water requirement and balanced gardening in smart city projects in India. Manpower isn`t required in this system and moisture content of soil will be balanced all the time.
Insect numbers are dwindling over the world, and some species have gone extinct in the past. Expl... more Insect numbers are dwindling over the world, and some species have gone extinct in the past. Exploration of seldom seen Insect species has therefore become a difficult endeavor for Entomologists and Insect Watchers. We created an Android application based on deep learning to assist users in recognizing 280 different insect species, making insect categorization much more user-friendly. We employ Convolutional Neural Networks (CNN) pre-trained on ImageNet Dataset as freeze layers of the network in this article, then train the final output layer, which has 280 separate classes. The accuracy of CNN models such as EfficientNet-lite0, InceptionV3, Xception, ResNet-50, MobilenetV2, and InceptionResNetV2 has been evaluated, and the mobile app's operation has been discussed. Maximum train data accuracy of 99.81 percent and test data accuracy of 98.62 percent is accomplished.
International Journal for Research in Applied Science and Engineering Technology, 2021
Abstract: In a developing country like India, automation plays an important role in the developme... more Abstract: In a developing country like India, automation plays an important role in the development and advancement of the country. In the field of irrigation, proper method of irrigation is important . At the present era, the gardeners have been using irrigation technique in India through the manual control in which the gardeners irrigate at the regular intervals. This process sometimes consumes more water or sometimes the water reaches late due to which the grass and plants get dried. Over-irrigation can increase energy consumption and water cost as well as leaching of fertilizers below the root zone, erosion, and transport of soil and chemical particles to the drainage ditches. Irrigators who monitor soil moisture levels in the field greatly increase their ability to conserve water and energy and avoid soil erosion and water pollution. The objective of this paper is to develop sensor based automated gardening system to reduce water requirement and balanced gardening in smart city...
Insect numbers are dwindling over the world, and some species have gone extinct in the past. Expl... more Insect numbers are dwindling over the world, and some species have gone extinct in the past. Exploration of seldom seen Insect species has therefore become a difficult endeavor for Entomologists and Insect Watchers. We created an Android application based on deep learning to assist users in recognizing 280 different insect species, making insect categorization much more user-friendly. We employ Convolutional Neural Networks (CNN) pre-trained on ImageNet Dataset as freeze layers of the network in this article, then train the final output layer, which has 280 separate classes. The accuracy of CNN models such as EfficientNet-lite0, InceptionV3, Xception, ResNet-50, MobilenetV2, and InceptionResNetV2 has been evaluated, and the mobile app's operation has been discussed. Maximum train data accuracy of 99.81 percent and test data accuracy of 98.62 percent is accomplished.
In a developing country like India, automation plays an important role in the development and adv... more In a developing country like India, automation plays an important role in the development and advancement of the country. In the field of irrigation, proper method of irrigation is important. At the present era, the gardeners have been using irrigation technique in India through the manual control in which the gardeners irrigate at the regular intervals. This process sometimes consumes more water or sometimes the water reaches late due to which the grass and plants get dried. Over-irrigation can increase energy consumption and water cost as well as leaching of fertilizers below the root zone, erosion, and transport of soil and chemical particles to the drainage ditches. Irrigators who monitor soil moisture levels in the field greatly increase their ability to conserve water and energy and avoid soil erosion and water pollution. The objective of this paper is to develop sensor based automated gardening system to reduce water requirement and balanced gardening in smart city projects in India. Manpower isn`t required in this system and moisture content of soil will be balanced all the time.
Coming from a flourishing nation like India, Farming and Agriculture is the main source of income... more Coming from a flourishing nation like India, Farming and Agriculture is the main source of income the recent stats shows it is about still IOT and application of automation and handheld devices engages an imperative role towards greatness and amelioration of the country. During these present times there have been some previous old methods being used in farming which have many limitations and also very demanding in terms of human labour and have to go out for supervision and check for any intruders or alerts or even to spray water. These conventional process have recurring costs and more demanding sometimes false human alarms or even a false crop information as a result substantial damages are foreseen hence it increases the costs and burden over the farmer. It has been observed that in some cases where farmers are cooperating with the technological advancements which are available in the present era have benefited from its fruitful outcome. The aim of this paper is to develop a smart farm supervision and protection system which comes in handy for getting regular farm alerts on a smart phone the alerts can be changed in the form of a text message or even an automated phone call hence the additional feature of this model is the improvement of crop growth according to different seasons and weather.
In a developing country like India, automation plays an important role in the development and adv... more In a developing country like India, automation plays an important role in the development and advancement of the country. In the field of irrigation, proper method of irrigation is important. At the present era, the gardeners have been using irrigation technique in India through the manual control in which the gardeners irrigate at the regular intervals. This process sometimes consumes more water or sometimes the water reaches late due to which the grass and plants get dried. Over-irrigation can increase energy consumption and water cost as well as leaching of fertilizers below the root zone, erosion, and transport of soil and chemical particles to the drainage ditches. Irrigators who monitor soil moisture levels in the field greatly increase their ability to conserve water and energy and avoid soil erosion and water pollution. The objective of this paper is to develop sensor based automated gardening system to reduce water requirement and balanced gardening in smart city projects in India. Manpower isn`t required in this system and moisture content of soil will be balanced all the time.
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