Research on Innovative Applications and Market Impacts of AI- Based Robotic Vacuum Cleaners

Jiaqiao Xie

2025

Abstract

With the rapid advancement of smart home technology, artificial intelligence (AI) has gradually become the driving force to push the evolution of home appliances. The thesis focuses on analyzing the innovative applications of robotic vacuum cleaners and their practical outcomes of AI through the key technical areas of environmental sensing, path planning, human-machine interaction, and reinforcement learning. This study discussed using multi-sensor fusion technology to achieve obstacle recognition and ecological modelling, applying advanced algorithms to enhance cleaning efficiency, and incorporating natural language processing for voice command control. Furthermore, the thesis explores the application of reinforcement learning in dynamically adjusting cleaning routes. The research findings demonstrate that AI not only significantly enhances the intelligence of robotic vacuum cleaners but also drives product differentiation and comprehensive improvements in user experience. Finally, the thesis evaluates the future prospects of robotic vacuum cleaners within the smart home ecosystem based on market survey data and offers recommendations to address existing technical challenges. This work provides a reference framework for future technological innovation and market promotion of smart appliances through in-depth theoretical and practical analysis.

Paper Citation

in Bibtex Style

@conference{iceml25,
author={Jiaqiao Xie},
title={Research on Innovative Applications and Market Impacts of AI- Based Robotic Vacuum Cleaners},
booktitle={Proceedings of the 2nd International Conference on E-commerce and Modern Logistics - Volume 1: ICEML},
year={2025},
pages={543-547},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013849300004719},
isbn={978-989-758-775-7},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 2nd International Conference on E-commerce and Modern Logistics - Volume 1: ICEML
TI - Research on Innovative Applications and Market Impacts of AI- Based Robotic Vacuum Cleaners
SN - 978-989-758-775-7
AU - Xie J.
PY - 2025
SP - 543
EP - 547
DO - 10.5220/0013849300004719
PB - SciTePress

in Harvard Style

Xie J. (2025). Research on Innovative Applications and Market Impacts of AI- Based Robotic Vacuum Cleaners. In Proceedings of the 2nd International Conference on E-commerce and Modern Logistics - Volume 1: ICEML; ISBN 978-989-758-775-7, SciTePress, pages 543-547. DOI: 10.5220/0013849300004719