mvMonitoring

Multi-State Adaptive Dynamic Principal Component Analysis for Multivariate Process Monitoring

CRAN Package

Use multi-state splitting to apply Adaptive-Dynamic PCA (ADPCA) to data generated from a continuous-time multivariate industrial or natural process. Employ PCA-based dimension reduction to extract linear combinations of relevant features, reducing computational burdens. For a description of ADPCA, see doi:10.1007/s00477-016-1246-2, the 2016 paper from Kazor et al. The multi-state application of ADPCA is from a manuscript under current revision entitled "Multi-State Multivariate Statistical Process Control" by Odom, Newhart, Cath, and Hering, and is expected to appear in Q1 of 2018.

  • Version0.2.4
  • R version≥ 2.10
  • LicenseGPL-2
  • Needs compilation?No
  • Last release11/21/2023

Documentation


Team


Insights

Last 30 days

This package has been downloaded 202 times in the last 30 days. Enough downloads to make a small wave in the niche community. The curiosity is spreading! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 3 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
0 downloadsFeb 11, 2025
14 downloadsFeb 12, 2025
7 downloadsFeb 13, 2025
7 downloadsFeb 14, 2025
4 downloadsFeb 15, 2025
2 downloadsFeb 16, 2025
8 downloadsFeb 17, 2025
13 downloadsFeb 18, 2025
15 downloadsFeb 19, 2025
14 downloadsFeb 20, 2025
3 downloadsFeb 21, 2025
9 downloadsFeb 22, 2025
7 downloadsFeb 23, 2025
7 downloadsFeb 24, 2025
2 downloadsFeb 25, 2025
2 downloadsFeb 26, 2025
12 downloadsFeb 27, 2025
6 downloadsFeb 28, 2025
4 downloadsMar 1, 2025
5 downloadsMar 2, 2025
6 downloadsMar 3, 2025
12 downloadsMar 4, 2025
10 downloadsMar 5, 2025
4 downloadsMar 6, 2025
2 downloadsMar 7, 2025
2 downloadsMar 8, 2025
3 downloadsMar 9, 2025
7 downloadsMar 10, 2025
7 downloadsMar 11, 2025
5 downloadsMar 12, 2025
3 downloadsMar 13, 2025
0 downloadsMar 14, 2025
0 downloadsMar 15, 2025
2
15

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 2,383 times in the last 365 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The day with the most downloads was Sep 11, 2024 with 29 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Imports7 packages
  • Suggests3 packages