Citation:
LIU Hai-Chen, ZHUO Jin-Wu, WU Guo-Guang. Optimization of Extraction Conditions of Caffeine in Tea Based on Artificial Neural Network[J]. Chinese Journal of Applied Chemistry,
;2007, 24(4): 457-460.
-
This paper reports the influences of extraction time,the ratio of solid-liquid,solvent pH and experiment temperature of caffeine extraction yield from tea.Orthogonal experiment was implemented based on single factor experiment.The optimum extraction parameters are 80℃,90 minutes,a liquid-feed ratio of 30:1 and pH=7.Experimental data were subjected to multivariate first-order regression and multivariate quadratic regression,and two regressing equations were obtained.At last,a neural network model based on the orthogonal experiment data was established to obtain the optimum extraction parameters, namely,100℃,115 minutes,a liquid-feed ratio of 41:1 and pH=4.5,and the experimental result based on the parameters from the artificial neural network is better than that based on orthogonal experiment.
-
-
-
-
[1]
Longping Li , Jiali Li , Tiange Qu , Jiaqing Cai , Chuyu Zhang , Wenji Guo , Qiulian Li , Fan Luo . “可视化”助力从茶叶中提取咖啡因实验的关键步——升华. University Chemistry, 2025, 40(8): 272-276. doi: 10.12461/PKU.DXHX202409137
-
[2]
Zhanming Zhang , Can Zhu , Juan Wang , Yanghui Lin , Mo Sun . Ideological and Political Cases in the Course of Organic Chemistry Experiment: Taking Caffeine Extraction from Tea Leaves Experiment as an Example. University Chemistry, 2025, 40(7): 34-41. doi: 10.12461/PKU.DXHX202409030
-
[3]
Yifan Xie , Liyun Yao , Ruolin Yang , Yuxing Cai , Yujie Jin , Ning Li . Application of Comparative Pedagogy in Instrumental Analysis Experiment Teaching. University Chemistry, 2024, 39(3): 266-273. doi: 10.3866/PKU.DXHX202309068
-
[4]
Tong Zhou , Liyi Xie , Chuyu Liu , Xiyan Zheng , Bao Li . Between Sobriety and Intoxication: The Fascinating Journey of Sauce-Flavored Latte. University Chemistry, 2024, 39(9): 55-58. doi: 10.12461/PKU.DXHX202312048
-
[5]
Haolin Zhan , Qiyuan Fang , Jiawei Liu , Xiaoqi Shi , Xinyu Chen , Yuqing Huang , Zhong Chen . Noise Reduction of Nuclear Magnetic Resonance Spectroscopy Using Lightweight Deep Neural Network. Acta Physico-Chimica Sinica, 2025, 41(2): 2310045-0. doi: 10.3866/PKU.WHXB202310045
-
[6]
Lisen Sun , Yongmei Hao , Zhen Huang , Yongmei Liu . Experimental Teaching Design for Viscosity Measurement Serves the Optimization of Operating Conditions for Kitchen Waste Treatment Equipment. University Chemistry, 2024, 39(2): 52-56. doi: 10.3866/PKU.DXHX202307063
-
[7]
Qian Peng , Pengfei Yao , Zicong Wang , Xiufang Xu , Hongwei Sun . Promote the Training of Top Talents by Optimizing the Theoretical Computational Chemistry Curriculum System. University Chemistry, 2025, 40(5): 261-267. doi: 10.12461/PKU.DXHX202408012
-
[8]
Feixue Gao , Lu Zhao , Xiangjian Shen , Junlin Yang , Yongjun Chen . Optimizing the Funding Allocation in Physical Chemistry, Improving the Grant Effectiveness of Science Foundation. Acta Physico-Chimica Sinica, 2024, 40(3): 2309009-0. doi: 10.3866/PKU.WHXB202309009
-
[9]
Jiaojiao Yu , Bo Sun , Na Li , Cong Wen , Wei Li . Improvement of Classical Organic Experiment Based on the “Reverse-Step Optimization Method”: Taking Synthesis of Ethyl Acetate as an Example. University Chemistry, 2025, 40(3): 333-341. doi: 10.12461/PKU.DXHX202405177
-
[10]
Pengyu Dong , Yue Jiang , Zhengchi Yang , Licheng Liu , Gu Li , Xinyang Wen , Zhen Wang , Xinbo Shi , Guofu Zhou , Jun-Ming Liu , Jinwei Gao . NbSe2 Nanosheets Improved the Buried Interface for Perovskite Solar Cells. Acta Physico-Chimica Sinica, 2025, 41(3): 2407025-0. doi: 10.3866/PKU.WHXB202407025
-
[11]
Fangfang Chen , Haiming Fan , Yan Li , Yuan He . 化学生物学专业多元化人才培养导向的课程体系优化探索. University Chemistry, 2025, 40(8): 92-99. doi: 10.12461/PKU.DXHX202409108
-
[12]
Hui Li , Wei Cheng , Meng Yu , Yi Li . Improving Postgraduate Cultivation in Chemistry Discipline: A Case Study of the Chemistry Program in Jilin University. University Chemistry, 2024, 39(6): 17-22. doi: 10.3866/PKU.DXHX202403047
-
[13]
Haifeng Ma , Xiaocong Tian , Fengbin Wang , Zhonghua Xi , QingWang . Design of College Chemistry Experiment Based on Product Quality Control: Taking “Optimization of Ferrous Fumarate Synthesis Process” as an Example. University Chemistry, 2025, 40(7): 321-327. doi: 10.12461/PKU.DXHX202409056
-
[14]
Fanpeng Meng , Fei Zhao , Jingkai Lin , Jinsheng Zhao , Huayang Zhang , Shaobin Wang . Optimizing interfacial electric fields in carbon nitride nanosheet/spherical conjugated polymer S-scheme heterojunction for hydrogen evolution. Acta Physico-Chimica Sinica, 2025, 41(8): 100095-0. doi: 10.1016/j.actphy.2025.100095
-
[15]
Ying Liang , Yuheng Deng , Shilv Yu , Jiahao Cheng , Jiawei Song , Jun Yao , Yichen Yang , Wanlei Zhang , Wenjing Zhou , Xin Zhang , Wenjian Shen , Guijie Liang , Bin Li , Yong Peng , Run Hu , Wangnan Li . Machine learning-guided antireflection coatings architectures and interface modification for synergistically optimizing efficient and stable perovskite solar cells. Acta Physico-Chimica Sinica, 2025, 41(9): 100098-0. doi: 10.1016/j.actphy.2025.100098
-
[16]
Qianwen Han , Tenglong Zhu , Qiuqiu Lü , Mahong Yu , Qin Zhong . Performance and Electrochemical Asymmetry Optimization of Hydrogen Electrode Supported Reversible Solid Oxide Cell. Acta Physico-Chimica Sinica, 2025, 41(1): 100005-0. doi: 10.3866/PKU.WHXB202309037
-
[17]
Jiandong Liu , Xin Li , Daxiong Wu , Huaping Wang , Junda Huang , Jianmin Ma . Anion-Acceptor Electrolyte Additive Strategy for Optimizing Electrolyte Solvation Characteristics and Electrode Electrolyte Interphases for Li||NCM811 Battery. Acta Physico-Chimica Sinica, 2024, 40(6): 2306039-0. doi: 10.3866/PKU.WHXB202306039
-
[18]
Shi-Yu Lu , Wenzhao Dou , Jun Zhang , Ling Wang , Chunjie Wu , Huan Yi , Rong Wang , Meng Jin . Amorphous-Crystalline Interfaces Coupling of CrS/CoS2 Few-Layer Heterojunction with Optimized Crystallinity Boosted for Water-Splitting and Methanol-Assisted Energy-Saving Hydrogen Production. Acta Physico-Chimica Sinica, 2024, 40(8): 2308024-0. doi: 10.3866/PKU.WHXB202308024
-
[19]
Zhao Lu , Hu Lv , Qinzhuang Liu , Zhongliao Wang . Modulating NH2 Lewis Basicity in CTF-NH2 through Donor-Acceptor Groups for Optimizing Photocatalytic Water Splitting. Acta Physico-Chimica Sinica, 2024, 40(12): 2405005-0. doi: 10.3866/PKU.WHXB202405005
-
[20]
Dong-Bing Cheng , Junxin Duan , Haiyu Gao . Experimental Teaching Design on Chitosan Extraction and Preparation of Antibacterial Gel. University Chemistry, 2024, 39(2): 330-339. doi: 10.3866/PKU.DXHX202308053
-
[1]
Metrics
- PDF Downloads(2)
- Abstract views(361)
- HTML views(43)