Title :
Use of sigmoid functions in genetic algorithms for velocity profile optimization of mobile robot
Author :
Peter Iring;Peter Schreiber
Author_Institution :
Institute of Applied Informatics, Automation and Mechatronics, Faculty of Materials Science and Technology, STU, Slovakia
Abstract :
The paper describes the use of sigmoid functions for application in genetic algorithms to set robot optimal velocity profile. It describes basic formulas used for fitness calculation. The main focus is on calculation complexity problem with several suggestions and solutions based on usage of proper software implementation and proper mathematics functions. The last part describes coding of sigmoid functions to chromosome and other specificities implying from physical meanings of used formulas.
Keywords :
"Genetic algorithms","Optimization","Acceleration","Mobile robots","Linearity","Biological cells"
Conference_Titel :
Intelligent Engineering Systems (INES), 2015 IEEE 19th International Conference on
DOI :
10.1109/INES.2015.7329707