Adaptive surrogate model-based optimization framework applied to battery pack design

نویسندگان
چکیده

برای دانلود باید عضویت طلایی داشته باشید

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

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Surrogate-Based Infill Optimization Applied to Electromagnetic Problems

The increasing use of expensive computer simulations in engineering places a serious computational burden on associated optimization problems. Surrogate-based optimization becomes standard practice in analyzing such expensive black-box problems. This article discusses several approaches that use surrogate models for optimization and highlights one sequential design approach in particular, namel...

متن کامل

Surrogate Model-Based Optimization Framework: A Case Study in Aerospace Design

Surrogate-based optimization has proven very useful for novel or exploratory design tasks because it offers a global view of the characteristics of the design space, and it enables one to refine the design of experiments, conduct sensitivity analyses, characterize tradeoffs between multiple objectives, and, if necessary, help modify the design space. In this article, a framework is presented fo...

متن کامل

MODEL-BASED FRAMEWORK TO DESIGN QoS ADAPTIVE DRE APPLICATIONS

Sandeep Neema, for providing me with an opportunity to work on this project. His direction and guidance throughout the development of the project has been extremely helpful. I would also like to thank Dr. Gabor Karsai for providing me with insightful comments regarding the work done towards this thesis and for providing valuable suggestions to improve it. I wish to express my sincere appreciati...

متن کامل

Surrogate based Evolutionary Algorithm for Design Optimization

Optimization is often a critical issue for most system design problems. Evolutionary Algorithms are population-based, stochastic search techniques, widely used as efficient global optimizers. However, finding optimal solution to complex high dimensional, multimodal problems often require highly computationally expensive function evaluations and hence are practically prohibitive. The Dynamic App...

متن کامل

RBF-based surrogate model for evolutionary optimization

Many today’s engineering tasks use approximation of their expensive objective function. Surrogate models, which are frequently used for this purpose, can save significant costs by substituting some of the experimental evaluations or simulations needed to achieve an optimal or near-optimal solution. This paper presents a surrogate model based on RBF networks. In contrast to the most of the surro...

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

ژورنال

عنوان ژورنال: Materials & Design

سال: 2020

ISSN: 0264-1275

DOI: 10.1016/j.matdes.2020.108938