Development of an Intelligent Evaporative Cooling System for Post-harvest Storage of Tomato

Abstract

This research developed an intelligent evaporative cooling system for post-harvest tomato preservation that adapts to its suitable temperature, humidity, and CO 2 states to store, preserve quality, and increase the shelf life of the fruits. This was accomplished through the use of transfer learning for fruit classification, the Internet of Things (IoT) for remote monitoring and shelf life tracking, and the integration of the evaporative cooling system with a CO 2 sensor, a temperature sensor, a humidity sensor, an Arduino Uno, and a Raspberry Pi 4b. The system can classify tomato fruit status as ripe or overripe with a prediction accuracy of 87.5% and a receiver operating characteristic (ROC) value of 88.89%. The developed evaporative cooling system extended the shelf life of ripe tomatoes from 5 to 14-17 days at 20℃ and 90% relative humidity and overripe tomatoes from 3 to 9-11 days at 18℃ and 95% relative humidity. These results emphasize the crucial function of evaporative cooling in fruit and vegetable storage, as it extends the shelf life of tomatoes by 180–200%, hence minimizing post-harvest loss as it also increases the farmers’ income, thereby contributing positively to the economy.

Description

This paper presents the development of an intelligent evaporative cooling system designed to preserve post-harvest tomatoes by maintaining optimal temperature, humidity, and CO₂ conditions, thereby significantly extending their shelf life. The system integrates transfer learning for fruit classification, IoT for remote monitoring and shelf life tracking, and various sensors (CO₂, temperature, humidity) controlled by an Arduino Uno and Raspberry Pi 4b. It accurately classifies tomatoes as ripe or overripe with 87.5% accuracy and an ROC value of 88.89%. The system extended the shelf life of ripe tomatoes from 5 to 14–17 days and overripe ones from 3 to 9–11 days, highlighting its effectiveness in reducing post-harvest losses by 180–200%. This innovation not only improves tomato preservation but also boosts farmers' income and supports economic growth.

Keywords

Intelligent, Evaporative, Cooling system, Tomato, post-harvest, Transfer Learning

Citation

Isah, O.R., Adebayo S.E., Nuhu, B.K., Umar, B.U., Maliki, D., Abdullahi, I.M., Dogo, E.M, Olaniyi, O.M., & Agajo, James. (2024). Development of an Intelligent Evaporative Cooling System for Post-harvest Storage of Tomato. 2nd Faculty of Engineering and Technology Conference (FETiCON 2024), Jun. 2 - 6, 2024, University of Ilorin, Nigeria. Pp 123-136.

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