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<div id="mainpage_pagetitle">'''Latent Variable Methods for Engineering''': CHE 765</div>
<div id="mainpage_pagetitle">'''Latent Variable Methods for Engineering'''</div>


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<div class="mainpage_hubtitle">'''Administrative'''</div>
<div class="mainpage_hubtitle">'''Administrative'''</div>
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* [[Course outline | Course outline]]
* [[Course outline | Course outline]]
* [[Course location and hours | Location and hours]]
* [[Course location and hours | Location and hours]]
* [[Course videos| Course videos]] (last update: 07 October)
* [[Course videos| Course videos]]
* [[Latent_Variable_Methods_in_Engineering:About | Copyright and other legal stuff]]
* [[Latent_Variable_Methods_in_Engineering:About | Copyright and other legal stuff]]
<hr>
<hr>
'''Announcements'''
'''Announcements'''
* All course videos are at the link (see above this line)
* The teaching part of the course for 2011 is complete. You can view all the [[Course videos | class videos here]].
* Please read [http://literature.connectmv.com/item/44/partial-least-squares-regression-a-tutorial this PLS tutorial] before the next class as a recap of PLS.
* Thanks for all the valuable feedback on this course. I'm looking forward to teaching this course again soon.
* The next class continues with PLS and also looks at soft sensors. Read [http://literature.connectmv.com/item/17/development-of-inferential-process-models-using-pls this paper] and [http://www.isa.org/InTechTemplate.cfm?Section=Archives4&template=/ContentManagement/ContentDisplay.cfm&ContentID=18045 this trade publication] for background before next class.
* Please note that from this Friday onwards, I will start classes at 15:00 (except for 1 class that starts at 16:00).


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<div class="mainpage_hubtitle">'''Class materials'''</div>
<div class="mainpage_boxcontents">
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1: [[Overview class | Course overview and introduction to latent variable methods]]
 
2,3,4: [[Principal Component Analysis | Principal component analysis]] (PCA)
 
4,5: [[Process monitoring| Application of PCA to process monitoring]]
 
6: [[Projection to Latent Structures| Projection to latent structures]] (PLS)
 
7,8,9 [[Applications of Latent Variable Methods| Applications of latent variable methods]]
 
10 [[Dealing with 3D data|Dealing with 3D data]]: batch and image data
 
11 [[Multiblock data analysis| Multiblock data analysis]]: dealing with data from multiple sources
 
12 [[Optimization and new product development]]
 
13 [[Course project presentations]]
 
----
* [[Review_of_core_concepts | Review of basic statistical concepts]]
* [http://literature.connectmv.com/ References and readings]<br>
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<div class="mainpage_hubtitle">'''Assignments, projects and datasets'''</div>
<div class="mainpage_hubtitle">'''Assignments, projects and datasets'''</div>
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'''Assignments'''
'''Assignments'''
* [[Assignment 1]]
* [[Assignment&nbsp;1]]
* [[Assignment 2]]
* [[Assignment&nbsp;2]]
* [[Assignment 3]]
* [[Assignment&nbsp;3]]
* Assignment 4
* [[Assignment&nbsp;4]]
<hr>
<hr>
'''Project'''
'''Project'''
* Course project description
* [[Course project]]
<hr>
<hr>
[[File:Crystal_Clear_mimetype_spreadsheet.png|80x80px|link=http://datasets.connectmv.com]] [http://datasets.connectmv.com All course datasets]
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{| style="border: 0; margin: 0;" cellpadding="3"
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* [https://openmv.net All course datasets]
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<div class="mainpage_hubtitle">'''Class materials, datasets and video'''</div>
<div class="mainpage_hubtitle">'''Course calendar'''</div>
<div class="mainpage_boxcontents">
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{{#widget:Google Calendar
{| style="border: 0; margin: 0;" cellpadding="3"
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! Class
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! Slides [[Image:Nuvola_mimetypes_pdf.png|20px]]
|view=AGENDA
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| 1
|border=false
| [[Overview class | Course overview and introduction to latent variable methods]]
}}
| [[Media:Lvm-class-1.pdf|Class 1 ]]
|-
| 2, 3
| [[Principal Component Analysis | Principal component analysis]] (PCA)
| [[Media:Lvm-class-2.pdf|Class 2 ]],  [[Media:Lvm-class-3.pdf|Class 3 ]]
|-
| 4, 5
| [[Process monitoring| Application of PCA to process monitoring]]
| [[Media:Lvm-class-4.pdf|Class 4 ]],  [[Media:Lvm-class-5.pdf|Class 5 ]]
|-
| 6, 7
| [[Projection to Latent Structures| Projection to latent structures]] (PLS)
| [[Media:Lvm-class-6.pdf|Class 6 ]],  [[Media:Lvm-class-7.pdf|Class 7 ]]
|-
| 7, 8
| [[Applications of Latent Variable Methods| Applications of latent variable methods]]: Soft sensors; Advanced preprocessing
| [[Media:Lvm-class-7.pdf|Class 7 ]],  [[Media:Lvm-class-8.pdf|Class 8 ]]
|-
| 9
| [[Dealing with image data|Dealing with image data]]
| [[Media:Lvm-class-9.pdf|Class 9 ]]
|-
| 10
| [[Applications of Latent Variable Methods| Applications of latent variable methods]]: Classification
| [[Media:Lvm-class-10.pdf|Class 10 ]]
|-
| 11
| [[Dealing with batch data|Dealing with batch data]]
| [[Media:Lvm-class-11.pdf|Class 11 ]]
|-
| 12
| [[Multiblock data analysis| Multiblock data analysis]]: dealing with data from multiple sources
| [[Media:Lvm-class-12.pdf|Class 12 ]]
|-
| 13
| [[New product development and reformulation]]
| [[Media:Lvm-class-13.pdf|Class 13 ]]
|-
| 14
| [[Course project presentations]]
|}
----
* [[Course videos| Recorded videos of all classes]]
* [https://learnche.org/literature References and readings]<br>
* [[Image:Nuvola_mimetypes_pdf.png|20px]]  A <b>freely available</b> textbook for this course: [http://learnche.org/pid Process Improvement using Data] (ch 6)
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Latest revision as of 15:47, 20 January 2021

Latent Variable Methods for Engineering


Administrative
Crystal Clear action configure.png

Announcements

  • The teaching part of the course for 2011 is complete. You can view all the class videos here.
  • Thanks for all the valuable feedback on this course. I'm looking forward to teaching this course again soon.
Assignments, projects and datasets
Class materials, datasets and video