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Dive into the research topics where Liu Ming-guang is active.

Publication


Featured researches published by Liu Ming-guang.


international symposium on computational intelligence and design | 2009

Artificial Neural Network Co-optimization Algorithm Based on Differential Evolution

Liu Ming-guang; Li Gaoyang

BP network training algorithm is based on the error gradient descent to modify weights, which leads to the inevitable problem of a local minimum point. Some researchers have presented some amending ways and made some remarkable achievements. But combining others algorithm for adjusting the weights of BP network is few. At present, a new evolution algorithm called as differential evolution is used wildly. The differential evolutionary algorithm as a global search algorithm has many advantages, especially its optimizing speed. However, the differential evolutionary algorithm has its lack such as the capacity of local search is not as good as the BP algorithm. This paper combines the BP algorithm and the differential evolutionary algorithm’s superiority to complete neural network weights and threshold value adjustments.


Technoeconomics & Management Research | 2011

Regional Innovation Capacity Evaluation based on Structural Equation Modeling

Liu Ming-guang


Chinese Journal of Systems Science | 2009

Research on the Emergence Mechanism of Complex Group Decision-making System

Liu Ming-guang


Computer Engineering and Applications | 2008

Improved differential evolution algorithms for solving constrained optimization problems

Liu Ming-guang


Technology and Innovation Management | 2013

Research on the Complex Adaptability and Evolution Mechanism of Pearl River Delta Regional Innovation System

Liu Ming-guang


Journal of Engineering Management | 2013

Quality,Time Limit and Incremental Net Benefit Optimization of Construction Project Based on the Differential Evolutionary Particle Swarm Optimization

Liu Ming-guang


Science and Technology Management Research | 2012

Symbiotic Evolution Model and Empirical Study of Regional Industrial Clusters

Liu Ming-guang


Science Technology and Industry | 2012

The Dissipative Structure Property and Evolution of Pearl River Delta Regional Innovation System

Liu Ming-guang


Journal of Harbin Institute of Technology | 2012

Performance Evaluation of Government Staffing:Prism Framework and Double-Value Dimensions

Liu Ming-guang


Chinese Journal of Systems Science | 2012

The Adaptability and Mechanism of Complex Group Decision-making System

Liu Ming-guang

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