Neural Network Approximation Method for Structural Optimization Using Genetic Algorithms

Neural Network Approximation Method for Structural Optimization Using Genetic Algorithms

碩士 === 國立臺灣大學 === 機械工程學研究所 === 96 === This paper studies the neural network approximation for structural optimization using genetic algorithms. Firstly, the fitness values of the initial population are calculated using the original fitness function. Then a neural network is built with these fitness...

Full description

Bibliographic Details
Main Authors:	Hsu Fan, 范栩
Other Authors:	Tien-Tung Chung
Format:	Others
Language:	zh-TW
Published:	2007
Online Access:	http://ndltd.ncl.edu.tw/handle/92106434800907465896

Similar Items

Polynomial approximation method for structural optimization using genetic algorithms
by: Jian-Gou Peng, et al.
Published: (2006)

Kriging Approximation Method for Structural Optimization Using Genetic Algorithms
by: Yung-Chih Chen, et al.
Published: (2008)

Reproducing Kernel Approximation Method for Structural Optimization Using Genetic Algorithms
by: Chen-Cheng Lee, et al.
Published: (2006)

The use of genetic algorithms and neural networks to approximate missing data in database
by: Abdella, Mussa Ismael
Published: (2006)

NEURAL NETWORKS PERFORMANCE AND STRUCTURE OPTIMIZATION USING GENETIC ALGORITHMS
by: Kopel, Ariel
Published: (2012)

Convolutional Neural Network Optimization Using Genetic Algorithms
by: Reiling, Anthony J.
Published: (2017)

Use of Genetic Algorithms with Back Propagation in Training of Fuzzy Neural Network for a Function Approximation
by: Chen, Hung-Yen, et al.
Published: (1997)

Structural Optimization for Wafer Level Package by Using Artificial Neural Network and Genetic Algorithm
by: Po-ChenLai, et al.
Published: (2013)

Nonlinear Function Approximation using B-spline Neural Networks and Reduced-Form Genetic Algorithms
by: Chung-Yu Kuo, et al.
Published: (2004)

A Sequential Approximation Method Using Neural Network For Engineering Design Optimization
by: Shu-Gen Wang, et al.
Published: (2004)

On the use of neural networks in approximating optimal control solutions
by: McDermott, Wesley
Published: (2005)

Optimized Data Clustering Using Genetic Algorithm
by: Fan, Chih-Ta, et al.
Published: (1995)

Genetic Algorithm Based Deep Learning Neural Network Structure and Hyperparameter Optimization
by: Sanghyeop Lee, et al.
Published: (2021-01-01)

Reservoir Production Optimization Using Genetic Algorithms and Artificial Neural Networks
by: Andersen, Mats Grønning
Published: (2009)

Training and Optimizing Distributed Neural Networks Using a Genetic Algorithm
by: McMurtrey, Shannon Dale
Published: (2010)

Integrating Genetic Algorithm with Neural Network for
by: Tung-Jung Hsu, et al.
Published: (2013)

The Study of Optimal Model Approximation by a Genetic Algorithm
by: Jia-Fu Lin, et al.
Published: (2009)

Optimization of convolutional neural networks for image classification using genetic algorithms and bayesian optimization
by: Rawat, Waseem
Published: (2018)

Structural Optimization of the Aircraft NACA Inlet Based on BP Neural Networks and Genetic Algorithms
by: Zhimao Li, et al.
Published: (2020-01-01)

Predicting recurrent aphthous ulceration using genetic algorithms-optimized neural networks
by: Najla S Dar-Odeh, et al.
Published: (2010-05-01)

Optimization of Backpropagation Neural Network under the Adaptive Genetic Algorithm
by: Junxi Zhang, et al.
Published: (2021-01-01)

Optimization of vane demister based on neural network and genetic algorithm
by: San He, et al.
Published: (2019-03-01)

Mooring optimization design based on neural network and genetic algorithm
by: XU Xiaoying, et al.
Published: (2017-10-01)

Approximating discrete-time optimal control using a neural network
by: Barth, Eric J.
Published: (2008)

Structural Optimization Using the Simultaneous Perturbation Stochastic Approximation Algorithm
by: D. Hamidian, et al.
Published: (2009-09-01)

Stochastic methods and genetic algorithms for neural network learning
by: Georgieva, Antoniya
Published: (2008)

Optimal Design of Spiral Guider Using the Genetic Algorithm Coupled with the Artificial Neural Network
by: YANG,WEN-MING, et al.
Published: (2018)

Using Artificial Neural Network and Genetic Algorithm to Optimize the Machining Parameters of End Milling
by: Yung-Chang Chen, et al.
Published: (2002)

Optimal Design Of Reinforced Concrete Beams Using The Genetic Algorithm Coupled With The Neural Network
by: Chen, Kunyu, et al.
Published: (2012)

Availability Optimization of Redundant Systems Using Artificial Neural Networks Combined with Genetic Algorithms
by: Liu,Yun-Chao, et al.
Published: (2003)

Using Genetic Algorithms to Optimize Neural Network and Applying It to Forecast Electronics Stocks Index
by: Chen, Tien-Shang, et al.
Published: (2003)

Application of neural network and genetic algorithms in the machining-parameters optimization for WEDM
by: Tsai, Tzyy-Chyi, et al.
Published: (1999)

OPTIMIZATION OF FED-BATCH FERMENTATION - APPLICATION OF GENETIC ALGORITHMS AND NEURAL NETWORKS
by: Zuo, Alfred Kewei, et al.
Published: (1996)

Artificial Neural Network & Genetic Algorithm for Relative Optimization of Products Form
by: Adam Lin, et al.
Published: (2000)

Training Artificial Neural Network Using Genetic Algorithm and Conjugate Gradient Method
by: Tzung-Tza Shen, et al.
Published: (2001)

Prediction and optimization of a desulphurization system using CMAC neural network and genetic algorithm
by: Zhiwei Kong, et al.
Published: (2020-04-01)

Predicting Tooth Surface Loss Using Genetic Algorithms-Optimized Artificial Neural Networks
by: Ali Al Haidan, et al.
Published: (2014-01-01)

Angular Rate Sensing with GyroWheel Using Genetic Algorithm Optimized Neural Networks
by: Yuyu Zhao, et al.
Published: (2017-07-01)

Hyperparameter Optimization of Artificial Neural Network in Customer Churn Prediction using Genetic Algorithm
by: Martin Fridrich
Published: (2017-06-01)

Optimization of Residual Stress of High Temperature Treatment Using Genetic Algorithm and Neural Network
by: M. Susmikanti, et al.
Published: (2015-12-01)