NEURAL NETWORK MODELING AND GENETIC ALGORITHM FOR OPTIMIZING FORMULATION OF CATALYSTS

Abstract

Abstract: Neural network is used for the modeling of experiment data. Based on simulation data from the neural network, GA is applied to optimize the formulation of catalysts. The optimizing formulations are proved by experiments and it is identified that the algorithm is practicable . GA can also be used in optimizing formulations and optimizing chemical processes.

摘要： 采用神经网络对催化剂配方实验数据建模,在网络模型仿真实验的基础上应用遗传算法对配方组成进行优化,得到的优化配方经实验验证,证实了该算法的实际应用意义.该算法对化工产品的配方及工艺优化也有实用意义.

CLC Number:

TQ426

Han Liqun(Department of Automatic Engineering, Beijing University of Light Industry, Beijing 100037 ). NEURAL NETWORK MODELING AND GENETIC ALGORITHM FOR OPTIMIZING FORMULATION OF CATALYSTS[J]. .

韩力群. 催化剂配方的神经网络建模与遗传算法优化 [J]. CIESC Journal.

[1]	JI Honghai, LING Fengxiang, ZHANG Huicheng, WANG Shaojun, SHEN Zhiqi. The synthesis and characterization of micron rod-like alumina clusters [J]. CIESC Journal, 0, (): 0-0.
[2]	CHEN Xinchao, LING Chen, JIANG Xin, CHEN Shuaishuai, LU Jiangang. Effect of water layer on Cu-Zn co-precipitation in microreactor [J]. CIESC Journal, 2018, 69(10): 4261-4268.
[3]	CHEN Xiuying, XIE Huilin, HU Wenbin, ZHOU Xinhua, ZHOU Hongjun, SHU Xugang. Preparation and characterization of MCM-41 supported Pt-Al catalysts [J]. CIESC Journal, 2018, 69(S1): 72-79.
[4]	WANG Yuhan, BAI Siyu, CUI Lijie, LIU Jiao, YU Jian, XU Guangwen. Catalytic activity and sulfur-resistance stability of Ni-Mo-based catalysts for syngas methanation [J]. CIESC Journal, 2018, 69(5): 2063-2072.
[5]	LIU Ruixia, HE Bin, LUO Chen, DAI Fei, LI Zihang, ZHANG Ruirui. Vanadium phosphorous oxide and its catalytic application [J]. CIESC Journal, 2018, 69(4): 1261-1275.
[6]	LING Chen, JIANG Xin, WANG Zhiyong, QIN Xiangfei, LU Jiangang. Influence of mixing inside microreactor on microstructural evolution of Cu-ZnO catalyst [J]. CIESC Journal, 2018, 69(2): 718-724.
[7]	YU Chao, LI Changming, ZHANG Yusheng, GUO Feng, YU Jian, YANG Yunquan, XU Guangwen. Effect of ceramic matrices on dispersion of loaded catalyst and DeNO_x activity of catalytic filters [J]. CIESC Journal, 2018, 69(2): 682-689.
[8]	ZHUANG Jiahao, JIN Guojing, GU Fangna, JIA Lihua, SU Fabing. One-pot synthesis of ternary Ni-Nd-Al ordered mesoporous methanation catalysts with enhanced activity and stability [J]. CIESC Journal, 2017, 68(10): 3823-3831.
[9]	LIN Zhifeng, HU Riming, ZHOU Xiaolong. Research progress of Ni-based catalysts [J]. CIESC Journal, 2017, 68(S1): 26-36.
[10]	WANG Denghao, ZHANG Chuancai, ZHU Mingyuan, YU Feng, DAI Bin. Efficient and stable hydrogenation of dimethyl oxalate via copper-nickel catalysts [J]. CIESC Journal, 2017, 68(7): 2739-2745.
[11]	LI Chenyang, FENG Miao, CUI Haifeng, CAO Guiping, LÜ Hui, CHEN Rongqi. Preparation of carbon nanotube catalyst on structure-modified cordierite monolith for polystyrene hydrogenation [J]. CIESC Journal, 2017, 68(7): 2746-2754.
[12]	CHANG Chun, BAI Jing, AN Ran, DENG Lin, QI Xiaoge, XU Yanli. Production of butyl levulinate from bio-furfuryl alcohol catalyzed by ferric sulfate [J]. CIESC Journal, 2017, 68(6): 2368-2375.
[13]	FENG Qing, PEI Renyan, LIU Hongguang, YU Haibin, ZHANG Lijuan, ZHANG Yaori. Synthesis of monolithic SSZ-13 zeolite by dry-gel conversion method [J]. CIESC Journal, 2017, 68(3): 1231-1238.
[14]	AN Ran, KONG Pengfei, XU Guizhuan, CHANG Chun, BAI Jing, FANG Shuqi. Preparation of ethyl levulinate from cellulose catalyzed by dealuminated USY molecular sieves supporting copper [J]. CIESC Journal, 2016, 67(11): 4643-4651.
[15]	ZHANG Zhifei, ZHOU Jinghong, YE Guanghua, ZHOU Xinggui. Influence of coating solutions on properties of γ-Al₂O₃ washcoat over FeCrAl substrate [J]. CIESC Journal, 2016, 67(11): 4742-4749.

NEURAL NETWORK MODELING AND GENETIC ALGORITHM FOR OPTIMIZING FORMULATION OF CATALYSTS

催化剂配方的神经网络建模与遗传算法优化

PDF (PC)

Knowledge

Cited

Abstract

Cite this article

share this article

References

Related Articles 15

Recommended Articles

Metrics

Comments