Please wait, while we are loading the content...
| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Ishibuchi, H. |
| Copyright Year | 2010 |
| Description | Author affiliation: Department of Computer Science and Intelligent Systems, Graduate School of Engineering, Osaka Prefecture University (Ishibuchi, H.) |
| Abstract | Evolutionary multiobjective optimization (EMO) has been one of the most active research areas in the field of evolutionary computation in the last decade. A number of EMO algorithms have been proposed and successfully applied to various optimization problems with multiple objectives in a wide range of application areas. It is, however, pointed out in the literature that well-known and frequently-used EMO algorithms such as NSGA-II and SPEA2 do not always work well on multiobjective combinatorial optimization problems. As in the case of single-objective optimization, hybridization with local search often significantly improves the search ability of EMO algorithms. Hybrid EMO algorithms with local search are often referred to as memetic EMO algorithms and multiobjective genetic local search (MOGLS). In this presentation, we first briefly explain the basic framework of standard EMO algorithms with Pareto dominance-based fitness evaluation, diversity maintenance and elitism. Next we show some important implementation issues related to the hybridization of EMO algorithms with local search. Among them are the choice of solutions to which local search is applied, the balance in computation load between local search and genetic search, and the timing of local search. It is demonstrated that the hybridization with local search can significantly improve the search ability of EMO algorithms. It is also demonstrated that inappropriate implementation often leads to poor search ability. That is, the performance of memetic EMO algorithms strongly depends on how to combine EMO algorithms with local search. Finally we discuss future research issues in the design of EMO and memetic EMO algorithms. |
| Starting Page | 1 |
| Ending Page | 2 |
| File Size | 114770 |
| Page Count | 2 |
| File Format | |
| ISBN | 9781424472956 |
| e-ISBN | 9781424472970 |
| DOI | 10.1109/ICCIE.2010.5668411 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2010-07-25 |
| Publisher Place | Japan |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Memetics Algorithm design and analysis Awards activities Genetics Intelligent systems Optimization Fuzzy systems |
| Content Type | Text |
| Resource Type | Article |
National Digital Library of India (NDLI) is a virtual repository of learning resources which is not just a repository with search/browse facilities but provides a host of services for the learner community. It is sponsored and mentored by Ministry of Education, Government of India, through its National Mission on Education through Information and Communication Technology (NMEICT). Filtered and federated searching is employed to facilitate focused searching so that learners can find the right resource with least effort and in minimum time. NDLI provides user group-specific services such as Examination Preparatory for School and College students and job aspirants. Services for Researchers and general learners are also provided. NDLI is designed to hold content of any language and provides interface support for 10 most widely used Indian languages. It is built to provide support for all academic levels including researchers and life-long learners, all disciplines, all popular forms of access devices and differently-abled learners. It is designed to enable people to learn and prepare from best practices from all over the world and to facilitate researchers to perform inter-linked exploration from multiple sources. It is developed, operated and maintained from Indian Institute of Technology Kharagpur.
Learn more about this project from here.
NDLI is a conglomeration of freely available or institutionally contributed or donated or publisher managed contents. Almost all these contents are hosted and accessed from respective sources. The responsibility for authenticity, relevance, completeness, accuracy, reliability and suitability of these contents rests with the respective organization and NDLI has no responsibility or liability for these. Every effort is made to keep the NDLI portal up and running smoothly unless there are some unavoidable technical issues.
Ministry of Education, through its National Mission on Education through Information and Communication Technology (NMEICT), has sponsored and funded the National Digital Library of India (NDLI) project.
| Sl. | Authority | Responsibilities | Communication Details |
|---|---|---|---|
| 1 | Ministry of Education (GoI), Department of Higher Education |
Sanctioning Authority | https://www.education.gov.in/ict-initiatives |
| 2 | Indian Institute of Technology Kharagpur | Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project | https://www.iitkgp.ac.in |
| 3 | National Digital Library of India Office, Indian Institute of Technology Kharagpur | The administrative and infrastructural headquarters of the project | Dr. B. Sutradhar bsutra@ndl.gov.in |
| 4 | Project PI / Joint PI | Principal Investigator and Joint Principal Investigators of the project |
Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon |
| 5 | Website/Portal (Helpdesk) | Queries regarding NDLI and its services | support@ndl.gov.in |
| 6 | Contents and Copyright Issues | Queries related to content curation and copyright issues | content@ndl.gov.in |
| 7 | National Digital Library of India Club (NDLI Club) | Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach | clubsupport@ndl.gov.in |
| 8 | Digital Preservation Centre (DPC) | Assistance with digitizing and archiving copyright-free printed books | dpc@ndl.gov.in |
| 9 | IDR Setup or Support | Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops | idr@ndl.gov.in |
|
Loading...
|