Title :
Efficient use f artificial neural networks for path finding using fuzzy logic based Ant-Colony System algorithm
Author :
Aggarwal, A. ; Bhalla, Jasdeep Singh
Author_Institution :
Inf. Technol., Bharati Vidyapeeth´s Coll. of Eng., New Delhi, India
Abstract :
Path finding in major cities based on specific (or particular) requirements is one of the significant problems that city travellers face as well as a challenging demand or need for the car based navigation systems. Therefore, in this paper, we introduced a multi-parameter (taking more than one parameter into consideration) based path finding modern system which utilizes fuzzy logic to an Ant Colony System in the detection of optimum multi-parameter routes in terms of cost, distance etc. We made use of traffic data which we acquired by a traffic control online datasets and additional traffic data in the form of minutes are predicted (or forecasted) by employing (or applying) artificial neural networks (ANNs) to that. This proposed system has been virtually tested (or simulated) by taking the location: Sydney, Australia into consideration and the respective results are being evaluated. Addition to this, we tried to show the comparison analysis between the Ant Colony System based path (route) finding and Fuzzy-Logic Based Ant-Colony System.
Keywords :
ant colony optimisation; computerised navigation; fuzzy logic; neural nets; path planning; traffic control; traffic information systems; ANN; Australia; Sydney; ant colony system based path finding; artificial neural networks; car based navigation systems; city travellers; fuzzy logic based ant-colony system algorithm; multiparameter based path finding modern system; optimum multiparameter route detection; traffic control online datasets; traffic data; Ant-Colony System; Artificial neural networks (ANN); path finding Fuzzy Logic;
Conference_Titel :
Confluence 2013: The Next Generation Information Technology Summit (4th International Conference)
Conference_Location :
Noida
Electronic_ISBN :
978-1-84919-846-2
DOI :
10.1049/cp.2013.2295