Concepedia

Multivariate Process Analysis

Multivariate Process Analysis is a statistical methodology that distinguishes itself from univariate or bivariate approaches by simultaneously analyzing multiple interrelated process variables to identify complex patterns, correlations, and causal relationships within dynamic systems, particularly for monitoring, controlling, or optimizing critical process parameters in industrial and scientific applications.

573

Publications

35.9K

Citations

1.2K

Authors

448

Institutions

Publications per year

2017–2026

158

Parents

Publications

573

Statistical process control of multivariate processes

John F. MacGregor, Theodora Kourti · Control Engineering Practice · 1995 · 1.2K citations

, , +14

Process Analysis by Statistical Methods.

Norman R. Draper, D. M. Himmelblau · Journal of the American Statistical Association · 1971 · 1.1K citations

, , +11

Multivariate statistical monitoring of process operating performance

J.V. Kresta, John F. MacGregor, Thomas E. Marlin · The Canadian Journal of Chemical Engineering · 1991 · 978 citations

, , +16

Multiscale PCA with application to multivariate statistical process monitoring

Bhavik R. Bakshi · AIChE Journal · 1998 · 836 citations

, , +16

Process monitoring and diagnosis by multiblock PLS methods

John F. MacGregor, Christiane Jaeckle, Costas Kiparissides et al. · AIChE Journal · 1994 · 772 citations

, , +16

1–5 of 573

Authors

1.2K

  1. JF
    John F. MacGregor

    McMaster University, Canada

    20 publications · 5.5K citations

    16

    h-index

  2. XY
    Xuefeng Yan

    East China University of Science and Technology, China

    14 publications · 1.3K citations

    14

    h-index

  3. FG
    Furong Gao

    Hong Kong University of Science and Technology, Hong Kong SAR China

    14 publications · 902 citations

    13

    h-index

  4. CZ
    Chunhui Zhao

    State Key Laboratory of Industrial Control Technology

    13 publications · 724 citations

    13

    h-index

  5. BH
    Biao Huang

    University of Alberta, Canada

    12 publications · 1.3K citations

    12

    h-index

1–5 of 1.2K

Institutions

448

  1. East China University of Science and Technology

    Shanghai, China

    22 h-index

    84 publications

    4.8K citations

  2. McMaster University

    Hamilton, Canada

    20 h-index

    47 publications

    12.9K citations

  3. Zhejiang University of Technology

    Hangzhou, China

    16 h-index

    42 publications

    1.7K citations

  4. State Key Laboratory of Industrial Control Technology

    Hangzhou, China

    16 h-index

    40 publications

    2.1K citations

  5. Northeastern University

    Shenyang, China

    16 h-index

    44 publications

    1.9K citations

  6. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    16 h-index

    33 publications

    2K citations

  7. Tsinghua University

    Beijing, China

    14 h-index

    28 publications

    1.2K citations

  8. University of Alberta

    Edmonton, Canada

    13 h-index

    23 publications

    2.6K citations

1–8 of 448

Venues

  1. Chemometrics and Intelligent Laboratory Systems

    32 publications · 3.1K citations

    27

    h-index

  2. Journal of Process Control

    40 publications · 2.6K citations

    25

    h-index

  3. Industrial & Engineering Chemistry Research

    45 publications · 2.1K citations

    25

    h-index

  4. Journal of Quality Technology

    26 publications · 2.9K citations

    20

    h-index

  5. AIChE Journal

    20 publications · 3.7K citations

    18

    h-index

1–5