Pattern Recognition using a Neural Network on a Microcontroller with I2C Ultrasonic Sensors
Journal Title: Annals of Emerging Technologies in Computing - Year 2019, Vol 3, Issue 1
Abstract
Ultrasonic sensors have been used in a variety of applications to measure ranges to objects. Hand gestures via ultrasonic sensors form unique motion patterns for controls. In this research, patterns formed by placing a set of objects in a grid of cells are used for control purposes. A neural network algorithm is implemented on a microcontroller which takes in range signals as inputs read from ultrasonic sensors and classifies them in one of four classes. The neural network is then trained to classify patterns based on objects’ locations in real-time. The testing of the neural network for pattern recognition is performed on a testbed consisting of Inter-Integrated Circuit (I2C) ultrasonic sensors and a microcontroller. The performance of the proposed model is presented and it is observed the model is highly scalable, accurate, robust and reliable for applications requiring high accuracy such as in robotics and artificial intelligence.
Authors and Affiliations
Fazal Noor
Keywords
Related Articles
- EP ID EP428783
- DOI 10.33166/AETiC.2019.01.002
- Views 91
- Downloads 0
Stereoscopic Human Detection in a Natural Environment
The algorithm presented in this paper is designed to detect people in real-time from 3D footage for use in Augmented Reality applications. Techniques are discussed that hold potential for a detection system when combined...
Pattern Recognition using a Neural Network on a Microcontroller with I2C Ultrasonic Sensors
Ultrasonic sensors have been used in a variety of applications to measure ranges to objects. Hand gestures via ultrasonic sensors form unique motion patterns for controls. In this research, patterns formed by placing a s...
Optimising Differentiated Services Strategies under IMS
The evolving standards of mobile communications, the wide variety of services they offer and the rapid growth of the Internet have made a merger of the two network technologies inevitable. One of the most prominent platf...
Conceptual User Interface Design Process for Healthcare App for Primary Care Level Services in India
Combining healthcare services on a primary care level, at a basic rather than specialised extent, for elementary treatment seeking people, can be challenging but yet useful. In fact, there are many different healthcare a...
E-mobile Acceptance Using Unified Theory of Acceptance and Use of Technology (UTAUT): Research on Universities in Jordan
An investigation into the variables that have a bearing on the acceptance of D-learning (Digital-learning) services such as E-learning and M-learning, in Jordanian universities is presented. This is followed with a discu...