基于DEA的复杂化工过程能效分析与预测方法研究

61603025
2016
F0605.模式识别与数据挖掘
韩永明
青年科学基金项目
教授
北京化工大学
22万元
数据包络分析;能效分析;预测建模;复杂化工过程
2017-01-01到2019-12-31
  • 中英文摘要
  • 结题摘要
  • 结题报告
  • 项目成果
  • 项目参与人
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序号 标题 类型 作者
1 Energy efficiency evaluation and energy saving based on DEA integrated affinity propagation clustering: Case study of complex petrochemical industries 期刊论文 Geng Zhiqiang;Zeng Rongfu;Han Yongming;Zhong Yanhua;Fu Hua
2 Carbon emission analysis and evaluation of industrial departments in China: An improved environmental DEA cross model based on information entropy 期刊论文 Yongming Han;Chang Long;Zhiqiang Geng;Keyu Zhang
3 A Novel Self-Organizing Cosine Similarity Learning Network: An Application to Production Prediction of Petrochemical Systems 期刊论文 Zhiqiang Geng;Yanan Li;Yongming Han;Qunxiong Zhu
4 A new deep belief network based on RBM with glial chains 期刊论文 Zhiqiang Geng;Zhongkun Li;Yongming Han
5 Energy management and optimization modeling based on a novel fuzzy extreme learning machine: Case study of complex petrochemical industries 期刊论文 Yongming Han;Qing Zeng;Zhiqiang Geng;Qunxiong Zhu
6 基于深度学习的复杂化工过程软测量模型研究与应用 期刊论文 耿志强;徐猛;朱群雄;韩永明;顾祥柏
7 一种PTA装置醋酸消耗的软测量方法 专利 耿志强;陈杰;韩永明;朱群雄;徐圆;崔芸菲
8 A fault detection method based on horizontal visibility graph-integrated complex networks: Application to complex chemical processes 期刊论文 Geng Zhiqiang;Wang Zun;Hu Haixia;Han Yongming;Lin Xiaoyong;Zhong Yanhua
9 A Novel Asymmetric Embedding Model for Knowledge Graph Completion 会议论文 Zhiqiang geng;Zhongkun Li;Yongming Han
10 Energy and carbon emissionsanalysis and prediction of complex petrochemical systems based on an improved extremelearning machine integrated interpretative structural model 期刊论文 Yongming Han;Qunxiong Zhu;Zhiqiang Geng;Yuan Xu
11 Energy and environmental efficiency evaluation based on a novel data envelopment analysis: An application in petrochemical industries 期刊论文 Yaxun Chen;Yongming Han;Qunxiong Zhu
12 基于多元非线性回归的工业过程能效识别与诊断方法 专利 韩永明;耿志强;程敏杰;魏琴;欧阳智
13 An Improved Extreme Learning Machine Based on Auto-Encoder for Production Predictive Modeling of Industrial Processes 会议论文 Zhiqiang Geng;Qingchao Meng;Yongming Han;Qin Wei;Ouyang Zhi
14 Energy Analysis and Management Method of Complex Chemical Processes Based on Index Decomposition Analysis 会议论文 Zhiqiang Geng;Huachao Gao;Qunxiong Zhu;Yongming Han
15 一种用于自动分类法归纳的行动者—评论家算法 专利 韩永明;陈国飞;耿志强;汪鹏;欧阳智
16 Production prediction and energy-saving model based on Extreme Learning Machine integrated ISM-AHP: Application in complex chemical processes 期刊论文 Zhiqiang Geng;Hongda Li;Qunxiong Zhu;Yongming Han
17 Production prediction modeling of industrial processes based on Bi-LSTM 会议论文 Yongming Han;Rundong Zhou;Zhiqiang Geng;Kai Chen;Yajie Wang;Qin Wei
18 基于主成分分析的交叉环境DEA模型的应用 期刊论文 张恪渝;周玲玲;韩永明
19 Production capacity analysis and energy saving of complex chemical processes using LSTM based on attention mechanism 期刊论文 Han Yongming;Fan Chenyu;Xua Meng;Geng Zhiqiang;Zhong Yanhua
20 Production capacity analysis and energy optimization of complex petrochemical industries using novel extreme learning machine integrating affinity propagation 期刊论文 Han Yongming;Wu Hao;Jia Minghui;Geng Zhiqiang;Zhong Yanhua
21 基于IDA‐DEA 的乙烯工业能效评价方法研究及应用 期刊论文 耿志强;王仲凯;朱群雄;韩永明
22 Early Warning Modeling and Application based on Analytic Hierarchy Process Integrated Extreme Learning Machine 会议论文 Zhiqiang Geng;Shanshan Zhao;Qunxiong Zhu;Yongming Han;Yuan Xu;Yanlin He
23 Production Optimization and Energy Saving of Complex Chemical Processes using Novel Competing Evolutionary Membrane Algorithm: Emphasis on Ethylene Cracking 期刊论文 Yunfei Cui;Yongming Han;Zhiqiang Geng;Qunxiong Zhu;Jinzhen Fan
24 集成AP算法的DEACM能效评价和能源分析方法 专利 韩永明;龙畅;耿志强;魏琴;欧阳智
25 A novel DEACM integrating affinity propagation for performance evaluation and energy optimization modeling: Application to complex petrochemical industries 期刊论文 Han Yongming;Long Chang;Geng Zhiqiang;Zhu Qunxiong;Zhong Yanhua
26 Energy saving andprediction modeling of petrochemical industries: A novel ELM based on FAHP 期刊论文 Zhiqiang Geng;Lin Qin;Yongming Han;Qunxiong Zhu
27 Total Factor Productivity Analysis of Industrial Processes Based on Malmquist Model 会议论文 Yongmng Han;Mingxing Zhang;Zhiqiang Geng;Kai Chen;Yajie Wang;Qin Wei;Ouyang Zhi
28 Multi-Frequency Decomposition with Fully Convolutional Neural Network for Time Series Classification 会议论文 Yongming Han;Shuheng Zhang;Zhiqiang Geng
29 一种基于深度学习的预测模型软测量方法 专利 韩永明;张树恒;耿志强;朱群雄
30 一种基于主元融合的DEA交叉模型能效分析方法 专利 耿志强;白菊;韩永明;朱群雄
31 Review: Multi-objective optimization methods and application in energy saving 期刊论文 Cui Yunfei;Geng Zhiqiang;Zhu Qunxiong;Han Yongming
32 基于MDS的RBF对石化行业生产能力的预测模型 专利 韩永明;武昊;耿志强;朱群雄
33 Energy structure analysis and energy saving of complex chemical industries:A novel fuzzy interpretative structural model 期刊论文 Zhiqiang Geng;Ju Bai;Deyang Jiang;Yongming Han
34 Energy Saving and Management of the Industrial Process Based on an Improved DEA Cross-model 会议论文 Zhiqiang Geng;Ju Bai;Qunxiong Zhu;Yuan Xu;Yongming Han
35 Pipeline Network Simulation Calculation Based on Improved Newton Jacobian Iterative Method 会议论文 Zhiqiang Geng;Chunyang Wei;Yongming Han;Qin Wei;Ouyang Zhi
36 Energy optimization andanalysis modeling based on extreme learning machine integrated indexdecomposition analysis: Application to complex chemical processes 期刊论文 Zhiqiang Geng;Xiao Yang;Yongming Han;Qunxiong Zhu
37 Energy and environment efficiency analysis based on an improved environment DEA cross-model: Case study of complex chemical processes 期刊论文 Geng ZhiQiang;Dong JunGen;Han YongMing;Zhu QunXiong
38 Linear optimization fusion model based on fuzzy C-means: Case study of energy efficiency evaluation in ethylene product plants 期刊论文 Han Yongming;Geng Zhiqiang;Qu Yixin;Zhu Qunxiong
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