Design of Green Smart Room Using Fifth Generation Network Device Femtolet

Deb, Priti; Mukherjee, Anwesha; De, Debashis

doi:10.1007/s11277-018-6066-x

Cited by 9 publications

(7 citation statements)

References 37 publications

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“…To solve this problem, we are using one or more femtolets in an agricultural field based on the harvesting land area size, and these femtolets are exclusively allotted for analyzing the soil, environmental, and weather‐related data respective to the field. Femtolet is a small cell base station with storage and processing abilities 3–6 . The femtolet provides computation and communication services simultaneously, and can cover an area of 10–20 m. In our system, we are using IoAT sensors, such as pH, NPK sensors (for collecting pH, Nitrogen (N), Phosphorous (P), and Potassium (K) levels of the soil), temperature and humidity sensors (for collecting environmental temperature and humidity).…”

Section: Fly: Femtolet‐based Edge‐cloud Integrated Framework For Crop...mentioning

confidence: 99%

“…Thus, femtolet is a small cell base station with storage and high processing ability 3 . The femtolet was used for smart home monitoring 4 . The femtolet was used for retail centers 5 .…”

Section: Introductionmentioning

confidence: 99%

“…The femtolet was used for retail centers 5 . As discussed in the existing literature, femtolet can process the sensor data, user data registered under the femtolet, and store the data 3–6 . The existing works presented that the use of femtolet reduces the latency than only cloud‐based systems 3–6 .…”

Section: Introductionmentioning

confidence: 99%

“…3 The femtolet was used for smart home monitoring. 4 The femtolet was used for retail centers. 5 As discussed in the existing literature, femtolet can process the sensor data, user data registered under the femtolet, and store the data.…”

Section: Introductionmentioning

confidence: 99%

“…5 As discussed in the existing literature, femtolet can process the sensor data, user data registered under the femtolet, and store the data. [3][4][5][6] The existing works presented that the use of femtolet reduces the latency than only cloud-based systems. [3][4][5][6] Though the use of femtolet was discussed for various IoT applications such as home monitoring, smart retail and so forth, in the existing literature, 4,5 its use in agriculture has not been focused.…”

Section: Introductionmentioning

confidence: 99%

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Fly: Femtolet‐based edge‐cloud framework for crop yield prediction using bidirectional long short‐term memory

Dey,

Bera,

Paul

et al. 2024

Softw Pract Exp

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Crop yield prediction is a crucial area in agriculture that has a large impact on the economy of a country. This article proposes a crop yield prediction framework based on Internet of Things and edge computing. We have used a fifth generation network device referred to as femtolet as the edge device. The femtolet is a small cell base station that has high storage and high processing ability. The sensor nodes collect the soil and environmental data, and then the collected data is sent to the femtolet through the microcontrollers. The femtolet retrieves the weather‐related data from the cloud, and then processes the sensor data and weather‐related data using Bi‐LSTM. The femtolet after processing the data sends the generated results to the cloud. The user can access the results from the cloud to predict the suitable crop for his/her land. This is observed that the suggested framework provides better accuracy, precision, recall, and F1‐score compared to the state‐of‐the‐art crop yield prediction frameworks. This is also demonstrated that the use of femtolet reduces the latency by ˜25% than the conventional edge‐cloud framework.

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Section: Fly: Femtolet‐based Edge‐cloud Integrated Framework For Crop...mentioning

confidence: 99%

“…Thus, femtolet is a small cell base station with storage and high processing ability 3 . The femtolet was used for smart home monitoring 4 . The femtolet was used for retail centers 5 .…”

Section: Introductionmentioning

confidence: 99%