RETRACTED: A Novel Artificial Intelligence System in Formulation Dissolution Prediction (Retracted Article)

被引:4
|
作者
Wang, Haoyu [1 ]
Kwong, Chiew Foong [1 ]
Liu, Qianyu [2 ]
Liu, Zhixin [3 ]
Chen, Zhiyuan [4 ]
机构
[1] Univ Nottingham Ningbo China, Dept Elect & Elect Engn, Ningbo, Peoples R China
[2] NingboTech Univ, Int Doctoral Innovat Ctr, Ningbo, Peoples R China
[3] Liaoning Thrombus Treatment Ctr Integrated Chines, Dept Outpatient, Shenyang, Peoples R China
[4] Univ Nottingham Ningbo China, Dept Mech Mat & Manufacture, Ningbo, Peoples R China
关键词
NEURAL-NETWORK; TABLETS; FORM;
D O I
10.1155/2022/8640115
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Artificial neural network (ANN) techniques are widely used to screen the data and predict the experimental result in pharmaceutical studies. In this study, a novel dissolution result prediction and screen system with a backpropagation network and regression methods was modeled. For this purpose, 21 groups of dissolution data were used to train and verify the ANN model. Based on the design of input data, the related data were still available to train the ANN model when the formulation composition was changed. Two regression methods, the effective data regression method (EDRM) and the reference line regression method (RLRM), make this system predict dissolution results with a high accuracy rate but use less database than the orthogonal experiment. Based on the decision tree, a data screen function is also realized in this system. This ANN model provides a novel drug prediction system with a decrease in time and cost and also easily facilitates the design of new formulation.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] RETRACTED: The Application of Artificial Intelligence in Football Risk Prediction (Retracted Article)
    Qiao, Jinyu
    [J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [2] RETRACTED: Water Quality Prediction Using Artificial Intelligence Algorithms (Retracted Article)
    Aldhyani, Theyazn H. H.
    Al-Yaari, Mohammed
    Alkahtani, Hasan
    Maashi, Mashael
    [J]. APPLIED BIONICS AND BIOMECHANICS, 2020, 2020
  • [3] RETRACTED: Artificial Intelligence for Education and Teaching (Retracted Article)
    Xue, Yajing
    Wang, Yijun
    [J]. WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [4] RETRACTED: Design of Intelligent Nursing System Based on Artificial Intelligence (Retracted Article)
    Wu, Suzhen
    [J]. JOURNAL OF SENSORS, 2022, 2022
  • [5] RETRACTED: Application of artificial intelligence in physical education (Retracted Article)
    Yu, Songkun
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL ENGINEERING EDUCATION, 2021, : 3774 - 3783
  • [6] RETRACTED: Review on the Application of Metalearning in Artificial Intelligence (Retracted Article)
    Ma, Pengfei
    Zhang, Zunqian
    Wang, Jiahao
    Zhang, Wei
    Liu, Jiajia
    Lu, Qiyuan
    Wang, Ziqi
    [J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2021, 2021
  • [7] RETRACTED: Artificial intelligence in the management of acute leukemia (Retracted Article)
    Kubasch, Anne Sophie
    Grieb, Nora
    Oeser, Alexander
    Haferlach, Claudia
    Platzbecker, Uwe
    [J]. ONKOLOGIE, 2022, 28 (08): : 731 - 732
  • [8] RETRACTED: Application of Artificial Intelligence in Cardiovascular Imaging (Retracted Article)
    Ma, Panjiang
    Li, Qiang
    Li, Jianbin
    [J]. JOURNAL OF HEALTHCARE ENGINEERING, 2022, 2022
  • [9] RETRACTED: Mobile Communication Network Optimization System Based on Artificial Intelligence (Retracted Article)
    Duan, Chao
    Luo, Jun
    [J]. WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2021, 2021
  • [10] RETRACTED: Design of Higher Education System Based on Artificial Intelligence Technology (Retracted Article)
    Li, Jun
    Li, Jiye
    Yang, Yazhi
    Ren, Zhaoxu
    [J]. DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2021, 2021