Production capacity analysis and energy saving of complex chemical processes using LSTM based on attention mechanism
作者： Yongming Han , Chenyu Fan , Meng Xu , Zhiqiang Geng , Yanhua Zhong
DOI: 10.1016/J.APPLTHERMALENG.2019.114072
关键词: Process (computing) 、 Perceptron 、 Extreme learning machine 、 Measure (data warehouse) 、 Production (economics) 、 Energy (signal processing) 、 Data mining 、 Chemical process 、 Computer science 、 Energy consumption
摘要: … (PTA) process and the ethylene production process make important constitutes of the chemical industry. The PTA process, … chemical raw material for production of the polytrimethylene …
sci-hub.se 参考文章(32)
Tomas Mikolov, Martin Karafiát, Sanjeev Khudanpur, Jan Cernocký, Lukás Burget, Recurrent neural network based language model conference of the international speech communication association. pp. 1045- 1048 ,(2010)
Yuan Tian, Environmental Risk Assessment of Chemical Industry Park Based on Analytic Hierarchy Process Proceedings of the 1st International Symposium on Social Science (isss-15). pp. 209- 212 ,(2015) , 10.2991/ISSS-15.2015.51
Tobias Teich, Falko Roessler, Daniel Kretz, Susan Franke, Design of a Prototype Neural Network for Smart Homes and Energy Efficiency Procedia Engineering. ,vol. 69, pp. 603- 608 ,(2014) , 10.1016/J.PROENG.2014.03.032
Yongming Han, Zhiqiang Geng, Qunxiong Zhu, Yixin Qu, Energy efficiency analysis method based on fuzzy DEA cross-model for ethylene production systems in chemical industry Energy. ,vol. 83, pp. 685- 695 ,(2015) , 10.1016/J.ENERGY.2015.02.078
Hamid Taghavifar, Aref Mardani, Applying a supervised ANN (artificial neural network) approach to the prognostication of driven wheel energy efficiency indices Energy. ,vol. 68, pp. 651- 657 ,(2014) , 10.1016/J.ENERGY.2014.01.048
Iñigo Monedero, Félix Biscarri, Carlos León, Juan I. Guerrero, Rocio González, Luis Pérez-Lombard, Decision system based on neural networks to optimize the energy efficiency of a petrochemical plant Expert Systems With Applications. ,vol. 39, pp. 9860- 9867 ,(2012) , 10.1016/J.ESWA.2012.02.165
G. Jahedi, M.M. Ardehali, Wavelet based artificial neural network applied for energy efficiency enhancement of decoupled HVAC system Energy Conversion and Management. ,vol. 54, pp. 47- 56 ,(2012) , 10.1016/J.ENCONMAN.2011.10.005
Sepp Hochreiter, Jürgen Schmidhuber, Long short-term memory Neural Computation. ,vol. 9, pp. 1735- 1780 ,(1997) , 10.1162/NECO.1997.9.8.1735
Yanlin He, Yuan Xu, Zhiqiang Geng, Qunxiong Zhu, Soft sensor of chemical processes with large numbers of input parameters using auto-associative hierarchical neural network Chinese Journal of Chemical Engineering. ,vol. 23, pp. 138- 145 ,(2015) , 10.1016/J.CJCHE.2014.10.004
Yan-Lin He, Zhi-Qiang Geng, Qun-Xiong Zhu, Data driven soft sensor development for complex chemical processes using extreme learning machine Chemical Engineering Research & Design. ,vol. 102, pp. 1- 11 ,(2015) , 10.1016/J.CHERD.2015.06.009