Ir para o conteúdo principal

Escrever uma avaliação PREreview

Intelligent Temperature Control Using Artificial Neural Networks in an IoT-Enabled Cyber-Physical Hot-Air Drying System: Analysis of Drying Kinetics and Thermal Efficiency

Publicado
Servidor
Preprints.org
DOI
10.20944/preprints202602.1525.v1

A control algorithm based on artificial neural networks was developed to regulate the hot-air drying temperature for carrot dehydration within an IoT-enabled cyber-physical system. The experimental setup employs an Arduino Mega 2560 equipped with AM2302, MLX90614, and SHT35 sensors, an HX711 load cell, and a WS68 anemometer, with cloud communication provided by an ESP8266 module for remote monitoring via Wi-Fi under an IoT framework. The neural controller, implemented using the Arduino Neurona li-brary, adjusts the dryer temperature in real time, ensuring thermal stability throughout operation. Three initial loads (2, 4, and 6 kg) were analyzed to obtain the drying kinetics and determine the thermal efficiency. In the dehydration experiments, the 2 kg load reached a final moisture content of 10% in 4.4 h, consuming 1,390 kJ with a thermal effi-ciency of 83%. The 4 kg load exhibited the best time–energy balance (6.6 h, 1,850.0 kJ, 88%), while the 6 kg load achieved the highest efficiency (8.1 h, 2,250.0 kJ, 91%). These results demonstrate the effectiveness of neural-network-based control implemented on low-cost microcontrollers to enhance thermal efficiency in food dehydration processes.

Você pode escrever uma avaliação PREreview de Intelligent Temperature Control Using Artificial Neural Networks in an IoT-Enabled Cyber-Physical Hot-Air Drying System: Analysis of Drying Kinetics and Thermal Efficiency. Uma avaliação PREreview é uma avaliação de um preprint e pode variar de algumas frases a um parecer extenso, semelhante a um parecer de revisão por pares realizado por periódicos.

Antes de começar

We will ask you to log in with your ORCID iD. If you don’t have an iD, you can create one.

What is an ORCID iD?

An ORCID iD is a unique identifier that distinguishes you from everyone with the same or similar name.

Começar agora