Impact Factor (2025): 6.9
DOI Prefix: 10.47001/IRJIET
The
research paper introduces the NAVRO, this is a smart navigation system that
aims to ease the customer's shopping experience. This application uses machine
learning algorithms and IOT based technology. This application offers a range
of features to enhance the customer's shopping experience in the supermarket
including real time navigation, Product localization using Lora, crowd
identification and identifying raw fruits. Creation of map. Here we manually
edited it in Photoshop. In this application customers can navigate to the
shortest path for the product in the supermarket. The crowded area is
identified in the supermarket using crowd detection features. This application
shows where the relevant product is located using LoRa .This is powered by deep
neural network and IOT based technology by utilizing Long Range (LoRa)
communication, the proposed system seeks to improve the effectiveness and
accuracy of navigation in congested areas. For reliable picture recognition and
object detection, CNN and neural network techniques are used, allowing for easy
product identification and localization. The system also makes use of LoRa
technology to relay location data, allowing for smooth communication and
accurate product tracking. Additionally, the device has mapping and crowd
detection features to enhance navigation in crowded spaces. The effectiveness
of the suggested system is assessed through in-depth simulations and practical
trials, revealing its potential to revolutionize product management and
navigation in a variety of settings. Mostly in the agriculture sector,
identifying rotten fruits and vegetable has been critical. Classification of
fresh and rotten fruits and vegetables is usually done by humans. But this
method is ineffective. So, we proposed a method for that. From the input fruit
and vegetable images, the proposed model classifies fresh and rotten. The
performance of the proposed model is tested on Kaggle dataset. The findings
revealed that the proposed CNN model is capable of distinguishing between fresh
and rotting fruits.
Country : Sri Lanka
IRJIET, Volume 7, Issue 10, October 2023 pp. 543-550