Performance Analysis of an Autonomous Cart Trolley for the Disabled: An ANFIS Based Evaluating Methodology

Modestus Okwu, Oluwayomi Joel Oyejide, Lagouge Tartibu, Uchechi Ukaegbu

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Citations (Scopus)

Abstract

The development of mechanical systems, specifically autonomous systems, is popular in the literature of applied intelligence, robotics being one of them. This research is focused on the performance analysis of developed Sensor Controlled Cart Trolley. Research in this field has become necessary to make life easier for disabled persons and aged people in our society today. To the best of the authors' knowledge, no researcher has tested the intelligence of a developed cart-Trolley using meta-heuristic techniques and hybrid creative algorithms. This is necessary to predict the intelligence and level of performance of an autonomous system. This research work is an exposition of the strength of a hybrid algorithm in terms of the performance analysis of a developed trolley. The hybrid algorithm implemented is the Adaptive Neuro-Fuzzy Inference System (ANFIS) model, using data obtained by testing a cart-Trolley loaded with sand. The total intelligence test (TIT) of the autonomous cart-Trolley was tested; the rough trial observed gave TIT of 45%. The first trial observed from the ANFIS rule viewer gave an average TIT of 52%. A second trial was performed, which gave an average of 59% TIT rating, and the final test gave a high TIT rating of 68.9%. The performance test is an indication that the developed sensor-controlled material handling device gave a satisfactory performance.

Original languageEnglish
Title of host publicationicABCD 2021 - 4th International Conference on Artificial Intelligence, Big Data, Computing and Data Communication Systems, Proceedings
EditorsSameerchand Pudaruth, Upasana Singh
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781728185927
DOIs
Publication statusPublished - 5 Aug 2021
Event4th International Conference on Artificial Intelligence, Big Data, Computing and Data Communication Systems, icABCD 2021 - Durban, KwaZulu Natal, South Africa
Duration: 5 Aug 20216 Aug 2021

Publication series

NameicABCD 2021 - 4th International Conference on Artificial Intelligence, Big Data, Computing and Data Communication Systems, Proceedings

Conference

Conference4th International Conference on Artificial Intelligence, Big Data, Computing and Data Communication Systems, icABCD 2021
Country/TerritorySouth Africa
CityDurban, KwaZulu Natal
Period5/08/216/08/21

Keywords

  • ANFIS model
  • cart-Trolley
  • intelligence test
  • sensor-controlled robot

ASJC Scopus subject areas

  • Computer Science Applications
  • Information Systems
  • Information Systems and Management
  • Control and Optimization
  • Artificial Intelligence
  • Computer Networks and Communications

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