High-level programming and control for industrial robotics: using a hand-held accelerometer-based input device for gesture and posture recognition

TL;DR

This paper introduces a user-friendly robotic programming system that uses gesture and speech recognition via a handheld accelerometer device, making robot instruction accessible to non-experts and improving efficiency.

Contribution

It presents a novel, practical method for robot programming through intuitive human interfaces, utilizing accelerometer-based gesture recognition and neural networks.

Findings

Gesture and posture recognition achieved with high accuracy.

System enables non-experts to program robots intuitively.

Improves efficiency and reduces programming time.

Abstract

Purpose - Most industrial robots are still programmed using the typical teaching process, through the use of the robot teach pendant. This is a tedious and time-consuming task that requires some technical expertise, and hence new approaches to robot programming are required. The purpose of this paper is to present a robotic system that allows users to instruct and program a robot with a high-level of abstraction from the robot language. Design/methodology/approach - The paper presents in detail a robotic system that allows users, especially non-expert programmers, to instruct and program a robot just showing it what it should do, in an intuitive way. This is done using the two most natural human interfaces (gestures and speech), a force control system and several code generation techniques. Special attention will be given to the recognition of gestures, where the data extracted from a motion sensor (three-axis accelerometer) embedded in the Wii remote controller was used to capture human hand behaviours. Gestures (dynamic hand positions) as well as manual postures (static hand positions) are recognized using a statistical approach and artificial neural networks. Practical implications - The key contribution of this paper is that it offers a practical method to program robots by means of gestures and speech, improving work efficiency and saving time. Originality/value - This paper presents an alternative to the typical robot teaching process, extending the concept of human-robot interaction and co-worker scenario. Since most companies do not have engineering resources to make changes or add new functionalities to their robotic manufacturing systems, this system constitutes a major advantage for small- to medium-sized enterprises.