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دسته بندی:
اینترنت اشیاء - Internet of Things
سال انتشار:
2022
عنوان انگلیسی مقاله:
Genetic Algorithm based Internet of Precision Agricultural Things (IopaT) for Agriculture 4:0
ترجمه فارسی عنوان مقاله:
اینترنت اشیاء دقیق کشاورزی مبتنی بر الگوریتم ژنتیک (IopaT) برای کشاورزی 4:0
منبع:
ScienceDirect- Elsevier- Internet of Things, 18 (2022) 100201: doi:10:1016/j:iot:2020:100201
نویسنده:
Sayan Kumar Roy
چکیده انگلیسی:
The development of IoT is increasing in our daily life. Its applications are now becoming
famous in rural areas also, such as Agriculture 4.0. Cheap sensors, climate data, soil in-
formation, and drones are now used to solve many real-time problems. One of the most
emerging topics in the IoT in the Agriculture field is IoT based precision agriculture. The
range of IoT applications can range between water spraying from drone, soil recommenda-
tion for different crops, weather prediction and recommendation for water supply, etc. In
this paper we propose a system that will recommend whether water is needed or not by
predicting the rain fall using Genetic Algorithm. In this article, we proposed a unique de-
cision making method to predict Rainfall using Genetic Algorithm (GA) to identify the ne-
cessity of manual water supply is needed or not. The sensor based system will be activated
to check wheather the GA based system completes its prediction correctly or not by sens-
ing moisture level from the soil. If the moisture level of the soil crosses the pre-defined
threshold value then plant watering is performed by quadrotor UAV. A terrace gardening
system is also implemented in this article, which uses a pump for water spraying. Various
atmospheric parameters help to develop a rainfall prediction system to enhance efficiancy
more than 80% in the proposed IopaT system to make the system more interoperable.
keywords: اینترنت اشیا | تصمیم گیری | کشاورزی دقیق | الگوریتم ژنتیک | کشاورزی 4.0 | کوادکوپتر پهپاد | سنسور رطوبت خاک | Internet of Things | Decision Making | Precision Agriculture | Genetic Algorithm | Agriculture 4.0 | Quadrotor UAV | Soil Moisture Sensor
قیمت: رایگان
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