Scalable and Efficient Food Quality Monitoring Using CNN for Supply Chain Optimization

Boosireddygari Uday Kiran Reddy; T. RajyaLakshmi

Scalable and Efficient Food Quality Monitoring Using CNN for Supply Chain Optimization

Authors: Boosireddygari Uday Kiran Reddy, T. RajyaLakshmi

Unique Paper ID: 175785
Volume: 11
Issue: 11
PageNo: 5018-5021

Keywords: Remaining Shelf Life (RSL) Fresh Fruits and Vegetables (FFVs) Internet of Things (IoT) Transportation

Abstract:
Ensuring the accurate prediction of the Remaining Shelf-Life (RSL) for Fresh Fruits and Vegetables (FFVs) during transportation is vital for effective planning and cost management. The Internet of Things (IoT) allows real-time processing of environmental data, but existing RSL models are often qualitative, invasive, or static. This study presents a new, validated RSL model that dynamically estimates general decay rates based on respiration rates, integrating them over time. Unlike previous methods, it is non-invasive and does not require pre-deployment experiments. A simplified surrogate model was also developed to facilitate real-time applications in IoT systems. Testing with various fresh products showed minimal prediction errors, proving the model's reliability.

Download article

email to a friend

Cite This Article

ISSN: 2349-6002
Volume: 11
Issue: 11
PageNo: 5018-5021

Scalable and Efficient Food Quality Monitoring Using CNN for Supply Chain Optimization

Available:https://ijirt.org/Article?manuscript=175785

18 Apr, 2025

A HYBRID DEEP LEARNING APPROACH FOR EARLY PARKINSON’S DETECTION FROM HANDWRITING

14 Apr, 2025

Pain Hybrid Model For Pain Recosnitionusins CNN+BL-LSTM+BL-SRU

14 Apr, 2025

Deep Learning Approach to Identify Skin Cancer Diagnosis Using Decoding Predefined

14 Apr, 2025

A Feature-Turned XGBoost Model For Real Time SOC Prediction

14 Apr, 2025

Legal Text Similarity Analysis Using Deep Learning Based Model With Enhanced Feature Extraction

14 Apr, 2025

A Multi-Client Secure Cloud Framework with Enhanced Storage Efficiency and Latency Reduction

14 Apr, 2025

Age and Gender Detection Using Python and opencv

14 Apr, 2025

Enhanced Bug Report Classification using XGBoost and Transformer-based NLP Models

14 Apr, 2025

THE HYBRID APPROACH USING TF-IDF,XG BOOST AND LIGHT GBM FOR LOG EVENT DETECTION

14 Apr, 2025

Federated Learning with XGBoost and LSTM for Electric Vehicle Energy Demand Prediction

Impact Factor
8.01 (Year 2024)

UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry