Human-competitive lens system design with evolution strategies

نویسندگان

  • Christian Gagné
  • Julie Beaulieu
  • Marc Parizeau
  • Simon Thibault
چکیده

Lens system design provides ideal problems for evolutionary algorithms: a complex nonlinear optimization task, often with intricate physical constraints, for which there is no analytical solutions. This paper demonstrates, through the use of two evolution strategies, namely non-isotropic SA-ES and CMA-ES, as well as multiobjective NSGA-II optimization, the human competitiveness of an approach where an evolutionary algorithm is hybridized with a local search algorithm to solve both a classic benchmark problem, and a real-world problem.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Evaluating the Growth and Evolution of Facility Management in Innovating Integrating and Aligning Business Strategies to Achieve a Competitive Advantage

The South African Facilities Management (FM) industry has seen increased operational strategy complexity from single-site contractors providing basic janitorial services to highly integrated and bundled FM service providers.  Despite these major changes, very little research has been conducted on evaluating the effectiveness of FM in innovating, integrating and aligning business strategies to a...

متن کامل

The Lens Design Using the CMA-ES Algorithm

This paper presents a lens system design algorithm using the covariance matrix adaptation evolution strategy (CMA-ES), which is one of the most powerful self-adaptation mechanisms. The lens design problem is a very difficult optimization problem because the typical search space is a complicated multidimensional space including many local optima, non-linearities, and strongly correlated paramete...

متن کامل

Lens System Design And Re-engineering With Evolutionary Algorithms

This paper presents some lens system design and re-engineering experimentations with genetic algorithms and genetic programming. These Evolutionary Algorithms (EA) were successfully applied to a design problem that was previously presented to expert participants of an international lens design conference. Comparative results demonstrate that the use of EA for lens system design is very much hum...

متن کامل

Investigating the Impact of Human Resource Management Strategies on Competitive Advantage (National Iranian Oil Company)

The main purpose of the study was to investigate the effect of human resource management strategies on competitive advantage. In terms of applied purpose, the research was a correlational survey. The statistical population of the study was 1500 employees of the National Iranian Oil Company. 306 people were selected based on Cochran's formula as a statistical sample by simple random sampling met...

متن کامل

Designing a model for implementing human resource strategies in the field of health

Purpose: One of the main organizational planning is human resource planning. The purpose of this study was to design a model for the implementation of human resource strategies in the field of health. Methodology: The combined research method and research design were also of the type of mixed exploratory research design. In the qualitative section, using the method of "samples contain rich info...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Appl. Soft Comput.

دوره 8  شماره 

صفحات  -

تاریخ انتشار 2008