Bayesian Optimization for Goal-Oriented Multi-Objective Inverse Material 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

Bayesian Optimization Algorithms for Multi-objective Optimization

In recent years, several researchers have concentrated on using probabilistic models in evolutionary algorithms. These Estimation Distribution Algorithms (EDA) incorporate methods for automated learning of correlations between variables of the encoded solutions. The process of sampling new individuals from a probabilistic model respects these mutual dependencies such that disruption of importan...

متن کامل

Goal-Oriented Optimal Design of Experiments for Large-Scale Bayesian Linear Inverse Problems

We develop a framework for goal oriented optimal design of experiments (GOODE) for largescale Bayesian linear inverse problems governed by PDEs. This framework differs from classical Bayesian optimal design of experiments (ODE) in the following sense: we seek experimental designs that minimize the posterior uncertainty in a predicted quantity of interest (QoI) rather than the estimated paramete...

متن کامل

Supplementary Material for: Predictive Entropy Search for Multi-objective Bayesian Optimization

In this section we describe in detail the specific steps of the EP algorithm that is required for the evaluation of the proposed acquisition function, PESMO. More precisely, we show how to compute the EP approximation to the conditional predictive distribution of each objective fk. From the main manuscript we know that that this distribution is obtained by multiplying the GP posteriors by the p...

متن کامل

Towards Multi-Objective Optimization for UI Design

In recent years computational optimization has been applied to the problem of finding good designs for user interfaces with huge design spaces. There, designers are struggling to integrate many different objectives into the design process, such as ergonomics, learnability or performance. However, most computationally designed interfaces are optimized with respect to only one objective. In this ...

متن کامل

Satellite Conceptual Design Multi-Objective Optimization Using Co Framework

This paper focuses upon the development of an efficient method for conceptual design optimization of a satellite. There are many option for a satellite subsystems that could be choice, as acceptable solution to implement of a space system mission. Every option should be assessment based on the different criteria such as cost, mass, reliability and technology contraint (complexity). In this rese...

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: iScience

سال: 2021

ISSN: 2589-0042

DOI: 10.1016/j.isci.2021.102781