Threshold Based Penalty Functions for Constrained Multiobjective Optimization
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2016, Vol 7, Issue 2
Abstract
This paper compares the performance of our re-cently proposed threshold based penalty function against its dynamic and adaptive variants. These penalty functions are incorporated in the update and replacement scheme of the multiobjective evolutionary algorithm based on decomposition (MOEA/D) framework to solve constrained multiobjective op-timization problems (CMOPs). As a result, the capability of MOEA/D is extended to handle constraints, and a new algorithm, denoted by CMOEA/D-DE-TDA is proposed. The performance of CMOEA/D-DE-TDA is tested, in terms of the values of IGD-metric and SC-metric, on the well known CF-series test instances. The experimental results are also compared with the three best performers of CEC 2009 MOEA competition. Empirical results show the pitfalls of the proposed penalty functions.
Authors and Affiliations
Muhammad Jan, Nasser Tairan, Rashida Khanum, Wali Mashwani
Keywords
Related Articles
- EP ID EP164407
- DOI 10.14569/IJACSA.2016.070282
- Views 105
- Downloads 0
wavelet de-noising technique applied to the PLL of a GPS receiver embedded in an observation satellite
In this paper, we study the Doppler effect on a GPS(Global Positioning System) on board of an observation satellite that receives information on a carrier wave L1 frequency 1575.42 MHz .We simulated GPS signal acqu...
Healthcare Management using ICT and IoT based 5G
In healthcare management, all patients need to be looked after properly with the latest technology. Although treatment facilities of healthcare management are available wirelessly, many treatments are still pending and d...
Smart Card ID: An Evolving and Viable Technology
In today’s world carrying a number of plastic smart cards to establish our identity has become an integral segment of our routine lives. Identity establishment necessitates a pre stored readily available data about self...
Evaluating M-Learning in Saudi Arabia Universities using Concerns-Based Adoption Model Level of use Framework
Numerous studies have evaluated aspects of m-learning use in Saudi Arabia, mostly focused on technology use and its impact on students, or technology challenges and promises. Few studies have explored features of m-learn...
Efficiency in Motion: The New Era of E-Tickets
The development of mobile applications has played an important role in technology. Due to recent advances in technology, mobile applications are creating more attraction across the world. Mobile application is a very int...