Special Session on Computationally Efficient Simulation-Driven Engineering Design Optimization and M (SDDOM 2012)
|Event Date/Time: Jul 28, 2012||End Date/Time: Jul 31, 2012|
|Paper Submission Date: May 28, 2012|
In conjunction with the 2nd International Conference on Simulation and Modeling Methodologies, Technologies and Applications - SIMULTECH 2012
Venue: Rome, Italy
Conference date: 28 - 31 July, 2012
The use of computer simulations is ubiquitous in contemporary engineering design. High-fidelity numerical models are very accurate but, at the same time, computationally expensive and inherently noisy. Depending on the structure complexity and required accuracy level, evaluation time for a single design can take hours, days or even weeks. Therefore, direct use of high-fidelity simulations in the optimization loop may be prohibitive. On the other hand, in many cases, simulation-driven design is the only option due to complexity of the structure under consideration and the lack of analytical models and/or systematic design procedures. In such instances, computationally efficient design can be performed using surrogate-based optimization (SBO), where the high-fidelity model is replaced by its computationally cheap but still reasonably accurate representation, a surrogate. The surrogate model can be created using various approximation schemes. The surrogate can also be knowledge-based, i.e., constructed from the low-fidelity model that enjoys the same physics as the high-fidelity one. One of the important goals of SBO procedures is to reduce the number of high-fidelity model evaluations, and, consequently, to lower the overall optimization cost. The special session will focus on reviewing state-of-the-art and promoting new directions of surrogate-based and knowledge-based design optimization and modeling methodologies exploiting computer simulations as well as their applications in various fields of science and engineering.
This is the second edition of the SDDOM. The first edition, SDDOM 2011, took place during SIMULTECH 2011 and attracted a large number of high-quality speakers.
Topics of interest
Topics of interest include, but are not limited to:
* Computationally Efficient Optimization of Expensive Objective Functions
* Simulation-driven Design
* Function-approximation-based and Physics-based Surrogate Models
* Surrogate-based Modeling and Optimization
* Multi-fidelity and Variable-resolution Analysis and Optimization
* Knowledge-based Methods
* Response Surface Approximation, Space Mapping, and Response Correction Techniques
* Multidisciplinary Design and Optimization
* Adjoint Sensitivities in Simulation-driven Design
* Software Architectures for Optimization-oriented Design
* Application Case Studies
Paper Submission: May 28, 2012
Authors Notification: June 13, 2012
Final Paper Submission and Registration: June 22, 2012
Prospective authors are invited to submit papers in any of the topics listed above.
Instructions for preparing the manuscript (in Word and Latex formats) are available at: Paper Templates
Please also check the Submission Guidelines.
Papers should be submitted electronically via the web-based submission system at: http://www.insticc.org/Primoris
All accepted papers (full, short and posters) will be published in a special section of the conference proceedings book - under an ISBN reference and on CD-ROM support - and submitted for indexation by Thomson Reuters Conference Proceedings Citation Index (ISI), INSPEC, DBLP and EI (Elsevier Index).
All papers presented at the conference venue will be available at the SciTePress Digital Library (http://www.scitepress.org/DigitalLibrary/). SciTePress is member of CrossRef (http://www.crossref.org/).
Extended versions of accepted papers presented at the Workshop will appear in as a Springer book chapter. A selection of high quality papers will be proposed to be submitted as an extended version for a special issue of an international journal to be specified later.
Selected papers will be considered for publication in the British Journal of Educational Technology and other selection of high quality papers will be proposed to be submitted as an extended version for a special issue of the international journal Journal of Universal Computer Science J.UCS