Submitted:
07 April 2025
Posted:
09 April 2025
You are already at the latest version
Abstract
Keywords:
1. Introduction
1.1. Existing Assistive Technologies
1.2. Time of Flight (ToF) Sensor
1.3. Haptic Feedback Integration
2. System Architecture and Methodology
2.1. Overview of Components

2.2. Microcontroller and Communication Architecture
2.3. Power Supply and Regulation
2.4. Design and Construction
3. Results and Discussion
3.1. Sensor Accuracy and Measurement Validation
3.2. Comparison with Manufacturer Specifications
3.3. Feedback Performance and Interpretation
3.4. Observations and Limitations
4. Conclusions
Author Contributions
Conflicts of Interest
References
- Sense, “Blindness and visual impairment,” sense.org.uk. [Online]. Available: https://www.sense.org.uk/what-we-do/research-policy/briefings/blindness-and-visual-impairment/.
- Vision Foundation, “White Canes: Myth-Busting and Learning,” visionfoundation.org.uk, 2022. [Online]. Available: https://www.visionfoundation.org.uk/white-canes-myth-busting-and-learning/.
- BAWA Cane, “How to Pick the Correct Length of a White Cane,” bawa.tech, 2023. [Online]. Available: https://bawa.tech/blogs/news/how-to-pick-the-correct-length-of-a-white-cane.
- WatElectronics, “Ultrasonic Sensor – Working, Specification, and Applications,” watelectronics.com, 2022. [Online]. Available: https://www.watelectronics.com/ultrasonic-sensor-working-specifications/.
- VisionAid Technologies Ltd., “OrCam MyReader 2,” visionaid.co.uk, 2024. [Online]. Available: https://www.visionaid.co.uk/orcam-myreader-2.
- ElectricalFundablog, “IR Sensor – Working, Types, and Applications,” electricalfundablog.com, 2023. [Online]. Available: https://www.electricalfundablog.com/ir-sensor-working-types-applications/.
- STMicroelectronics, “VL53L1X – Long Distance Ranging Time-of-Flight Sensor,” st.com. [Online]. Available: https://www.st.com/en/imaging-and-photonics-solutions/vl53l1x.html.
- Vybronics, “VC1234B016F Coin Vibration Motor,” vybronics.com. [Online]. Available: https://www.vybronics.com/products/vc1234b016f.
- SparkFun Electronics, “I²C Protocol Tutorial,” learn.sparkfun.com. [Online]. Available: https://learn.sparkfun.com/tutorials/i2c.
- Macular Society, “Low Vision Aids,” macularsociety.org. [Online]. Available: https://www.macularsociety.org/about-macular-disease/living-with-sight-loss/low-vision-aids/.
- Vision Australia, “White Canes: What You Need to Know,” visionaustralia.org. [Online]. Available: https://www.visionaustralia.org/information/blindness/white-canes.
- World Health Organization (WHO), “Blindness and vision impairment,” who.int, Oct. 2023. [Online]. Available: https://www.who.int/news-room/fact-sheets/detail/blindness-and-visual-impairment.
- SFUPTOWNMAKER, “SparkFun I²C Tutorial (Video),” YouTube, Nov. 2022. [Online]. Available: https://www.youtube.com/watch?v=5KivEmq5dO8.
- Lanzillotta, M., Ma, R., Accardi, M., RaviChandran, N., Zaernia, A., Youseffi, M., & Parisi, L. (2022). Neuroevolutionary intelligent system to aid diagnosis of motor impairments in children. Applied Intelligence, 52(9), 10757-10767. [CrossRef]
- Parisi, L., & RaviChandran, N. (2020). Evolutionary denoising-based machine learning for detecting knee disorders. Neural Processing Letters, 52(3), 2565-2581. [CrossRef]
- Parisi, L., & RaviChandran, N. (2018, April). Genetic algorithms and unsupervised machine learning for predicting robotic manipulation failures for force-sensitive tasks. In 2018 4th International conference on control, automation and robotics (ICCAR) (pp. 22-25). IEEE. [CrossRef]





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