SAgric-IoT: An IoT-Based Platform and Deep Learning for Greenhouse Monitoring
نویسندگان
چکیده
The Internet of Things (IoT) and convolutional neural networks (CNN) integration is a growing topic interest for researchers as technology that will contribute to transforming agriculture. IoT enable farmers decide act based on data collected from sensor nodes regarding field conditions not purely experience, thus minimizing the wastage supplies (seeds, water, pesticide, fumigants). On other hand, CNN complements monitoring systems with tasks such early detection crop diseases or predicting number consumable resources (water, fertilizers) needed increase productivity. This paper proposes SAgric-IoT, platform precision agriculture, monitor environmental physical variables provide disease while automatically controlling irrigation fertilization in greenhouses. results show SAgric-IoT reliable low packet loss level considerably reduces energy consumption has identification accuracy classification process over 90%.
منابع مشابه
IoT Data Analytics Using Deep Learning
Xiaofeng Xie, Di Wu, Siping Liu, Renfa Li Abstract: Deep learning is a popular machine learning approach which has achieved a lot of progress in all traditional machine learning areas. Internet of thing (IoT) and Smart City deployments are generating large amounts of time-series sensor data in need of analysis. Applying deep learning to these domains has been an important topic of research. The...
متن کاملFrom IoT Mashups to Model-based IoT
In this paper, we consider tools and methodologies for the development of application for the Internet of things. We compare tools for application mashup with approaches for model-based development. For this, we show an example and then identify several key differences. Based on these, we discuss how both approaches can benefit from each other. For instance, model-based approaches have more exp...
متن کاملBuilding IoT Services for Aging in Place Using Standard-Based IoT Platforms and Heterogeneous IoT Products
An aging population and human longevity is a global trend. Many developed countries are struggling with the yearly increasing healthcare cost that dominantly affects their economy. At the same time, people living with old adults suffering from a progressive brain disorder such as Alzheimer's disease are enduring even more stress and depression than those patients while caring for them. Accordin...
متن کاملIoT-IMS Communication Platform for Future Internet
In recent years, Internet of Things (IoT) and Cloud Computing are the hottest issues of Future Internet. However, there is a lack of common fabric for integrating IoT and Cloud. In telecommunications, the IMS (IP Multimedia Subsystem), based on the All-IP and Open Services Architecture, has been regarded as the trend for Next Generation Network (NGN). The IMS communication platform is the most ...
متن کاملIoT-Based Health Monitoring System for Active and Assisted Living
The Internet of Things (IoT) has been widely used to interconnect the available medical resources and offer smart, reliable, and effective healthcare service to the elderly people. Health monitoring for active and assisted living is one of the paradigms that can use the IoT advantages to improve the elderly lifestyle. In this paper, we present an IoT architecture customized for healthcare appli...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Applied sciences
سال: 2023
ISSN: ['2076-3417']
DOI: https://doi.org/10.3390/app13031961