Exploring the NexGen Billing Cart using IoT and Machine Learning Solutions for Retail Automation

Authors

  • Arpan Shah Dept. of Information Technology, Pune Vidyarthi Griha's College of Engineering & S.S.D. Institute of Management, Nashik, MH, India
  • Avantika Junagade Dept. of Information Technology, Pune Vidyarthi Griha's College of Engineering & S.S.D. Institute of Management, Nashik, MH, India
  • Aditya Thakare Dept. of Information Technology, Pune Vidyarthi Griha's College of Engineering & S.S.D. Institute of Management, Nashik, MH, India
  • Mansi Patil Dept. of Information Technology, Pune Vidyarthi Griha's College of Engineering & S.S.D. Institute of Management, Nashik, MH, India
  • Prasad Lahare Dept. of Information Technology, Pune Vidyarthi Griha's College of Engineering & S.S.D. Institute of Management, Nashik, MH, India

DOI:

https://doi.org/10.26438/ijcse/v12i10.2225

Keywords:

Automated Billing, IoT in Retail, Machine Learning, YOLO-NAS, Inventory Management, Retail Automation, Smart Cart, Computer Vision

Abstract

The NexGen Billing Cart project addresses critical challenges in retail, including prolonged billing times and inefficient inventory management, by introducing an automated billing system that leverages IoT and machine learning. Utilizing a Raspberry Pi, a camera module, and YOLO-NAS for object detection, the system identifies and processes items placed in the cart, automating the checkout experience. This solution provides real-time inventory updates and enhances customer experience by streamlining the checkout process, minimizing human error, and reducing labor demands. Experimental results demonstrate high accuracy in item recognition and efficient real-time processing, indicating the model`s potential to optimize retail operations. The propose system represents a significant advancement toward seamless and automated retail experiences, providing a scalable and practical solution for inventory control and customer service improvement.

References

[1] S. Shailesh, P.S. Deb, R. Chauhan, and V. Tyagi, “Smart Trolley.” In 2021 International Conference on Advance Computing and Innovative Technologies in Engineering (ICACITE), IEEE, pp. 242-245, March 2021.

[2] R. Kumar, K. Gopalakrishna, and K. Ramesha, “Intelligent shopping cart.” International Journal of Engineering Science and Innovative Technology, vol. 2, no. 4, pp.499-507, 2013.

[3] D. Hahnel, W. Burgard, D. Fox, K. Fishkin and M. Philipose, "Mapping and localization with RFID technology", Proc. IEEE Int. Conf Robot. Autom, pp. 1015 - 1020 2004.

[4] J. Suryaprasad, BO Praveen Kumar, D. Roopa, and A. K. Arjun, "A novel low-cost intelligent shopping cart." In 2011 IEEE 2nd International Conference on Networked Embedded Systems for Enterprise Applications, IEEE, pp. 1-4, 2011.

[5] P. A, V. A, N. K. C, S. R and K. K, "Automatic Billing Trolley for an Enhanced Supermarket using RFID," 2023 7th International Conference on Computing Methodologies and Communication (ICCMC), Erode, India, 2023, pp. 840-844, doi: 10.1109/ICCMC56507.2023.10083555.

[6] N. Sharma, A. Gupta, S. K. Gupta, R. Raman Chandan, A. Srivastava and P. Yadav, "Automatic Shopping Cart System using ZigBee Technology and RFID Module," 2021 IEEE International Conference on Technology, Research, and Innovation for Betterment of Society (TRIBES), Raipur, India, 2021, pp. 1-6, doi: 10.1109/TRIBES52498.2021.9751668.

[7] R. Singh, K. N. Rao, R. Naik, Geetha, K. Anjali and P. Vineeth, "Smart Trolley Using Automated Billing Interface," 2022 International Conference on Advancements in Smart, Secure and Intelligent Computing (ASSIC), Bhubaneswar, India, 2022, pp. 1-5, doi: 10.1109/ASSIC55218.2022.10088393.

[8] B. S. Jyothi, C. S. D. Abhinaya, B. Lahari, C. D. Priya, D. Anjali, and B. S. Navya, “Performance Evaluation on Real-time Object Detection Using DL Techniques,” International Journal of Computer Sciences and Engineering, vol. 12, no. 4, pp. 75–80, Apr. 2024.

[9] R. R. Gore and J. D. Patil, “A Study of Machine Learning and IoT in Manufacturing Industries,” International Journal of Computer Sciences and Engineering, vol. 7, Special Issue, pp. 7–11, Mar. 2019.

[10] Komal Machhirke, Priyanka Goche, Rupali Rathod, Rinku Petkar, Manohar Golait , “ A New Technology of Smart Shopping Cart using RFID and ZIGBEE”, IJRIT CC, vol. 5, no. 2, pp. 256 –259, Feb. 2017.

[11] N.S. Megana, “Design and Implementation of a Smart Shopping Cart by RFID Technology.” Asian Institute of Technology School of Engineering and Technology, Thailand, 2018.

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Published

2024-10-31
CITATION
DOI: 10.26438/ijcse/v12i10.2225
Published: 2024-10-31

How to Cite

[1]
A. Shah, A. Junagade, A. Thakare, M. Patil, and P. Lahare, “Exploring the NexGen Billing Cart using IoT and Machine Learning Solutions for Retail Automation”, Int. J. Comp. Sci. Eng., vol. 12, no. 10, pp. 22–25, Oct. 2024.

Issue

Vol. 12 No. 10 (2024): IJCSE October Edition

Section

Review Article

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