NEW DIMENSION IN MULTIVARIATE PATTERN RECOGNITION FOR THE APPLICATION IN INDUSTRIAL PROCESS TECHNOLOGY

STUDENT NAME

COLLEGE F COMPUTER SCIENCE AND INFORMATION TECHNOLOGY

WASIT UNIVERISTY

2026

NEW DIMENSION IN MULTIVARIATE PATTERN RECOGNITION FOR THE APPLICATION IN INDUSTRIAL PROCESS TECHNOLOGY

STUDENT NAME

A Thesis Submitted to the College of Computer Science and Information Technology, Wasit University in Fulfilment of the Requirements for the Degree of

Master of

May 2026

WASIT UNIVERSITY, THESIS DECLARATION AND COPYRIGHT AL-RABEE' NEIGHBORHOOD - WASIT - IRAQ

Author’s Full Name: _________________________________________________________________

Title of Thesis / Dissertation / Project Report [use BLOCK LETTERS or typed]:

__________________________________________________________________________________

__________________________________________________________________________________

Academic Session: _________________________________________________________________

I hereby declare that the work in this thesis:

CONFIDENTIAL	contains confidential information.
RESTRICTED	contains restricted information as specified by the organization where research was done.
OPEN ACCESS	can be published as online open access (full text).

I acknowledge that Wasit University reserves the rights as follows:

The thesis is the property of Wasit University.

The Library of Wasit University has the right to make copies of the thesis for the purpose of research or teaching and learning only.

The Library has the right to make copies of the thesis for academic exchange.

Signature of Student	Signature of Supervisor

Student Name	Supervisor Name

Date	Date

DECLARATION

I hereby declare that the thesis is my original work except for quotations and citations which have been duly acknowledged. I also declare that it has not been previously, and is not concurrently submitted for any other degree at Wasit University or at any other institutions. This thesis may be made available within the university library and may be photocopied and loaned to other libraries for the purpose of consultation.

_____________SIGN____________

STUDENT NAME

Date :

ABSTRACT

This thesis investigates [your research problem/topic], aiming to address the limitations and challenges associated with [field/domain]. The primary objective of this research is to develop and evaluate a solution that improves [performance/aspect such as accuracy, efficiency, usability, security, etc.]. The study begins with a comprehensive review of existing literature and related works in order to identify gaps and opportunities for improvement. Based on this analysis, a proposed approach is designed and implemented using [methods, models, technologies, or tools].To evaluate the effectiveness of the proposed solution, a series of experiments and tests were conducted using [dataset/system/environment]. The results demonstrate that the proposed method achieves better performance compared to existing approaches in terms of [evaluation metrics].Overall, this research contributes to the advancement of knowledge in [your field] and provides a practical solution that can be applied in [application area]. Finally, the thesis concludes with recommendations for future work to further enhance and extend the proposed system.

ACKNOWLEDGMENT

On the Insert tab, the galleries include items that are designed to coordinate with the overall look of your document. You can use these galleries to insert tables, headers, footers, lists, cover pages, and other document building blocks. When you create pictures, charts, or diagrams, they also coordinate with your current document look.

You can easily change the formatting of selected text in the document text by choosing a look for the selected text from the Quick Styles gallery on the Home tab. You can also format text directly by using the other controls on the Home tab. Most controls offer a choice of using the look from the current theme or using a format that you specify directly.

To change the overall look of your document, choose new Theme elements on the Page Layout tab. To change the looks available in the Quick Style gallery, use the Change Current Quick Style Set command. Both the Themes gallery and the Quick Styles gallery provide reset commands so that you can always restore the look of your document to the original contained in your current template.

DEDICATION

On the Insert tab, the galleries include items with the overall look of your document. You can use these galleries to insert tables, headers, footers, lists, cover pages, and other document building blocks. look.

You can easily change the formatting of selected text in the document text by choosing a look for the selected text from the Quick Styles gallery on the Home tab. You can also format text directly by using the other controls on the Home tab. Most controls offer a choice of using the look from the current theme or using a format that you specify directly.

To change the overall look of your document, choose new Theme elements on the Page Layout tab. To change the looks available in the Quick Style gallery, use the Change Current Quick Style Set command. Both the Themes gallery and the Quick Styles gallery provide reset commands so that you can always restore the look of your document to the original contained in your current template.

TABLE OF CONTENTS

Page

DECLARATION	ii

ABSTRACT	iii

ACKNOWLEDGMENT	iv

DEDICATION	v

TABLE OF CONTENTS	vi

LIST OF TABLES	ix

LIST OF FIGURES	x

LIST OF SYMBOLS	xi

LIST OF ABBREVIATIONS	xiii

LIST OF GLOSSARIES	xii

LIST OF PUBLICATIONS	xiv

CHAPTER 1 INTRODUCTION	1

1.1	WASIT Thesis Template2	1

1.2	MZJ Formatting Method	1

1.2.1	Developer Tab	1

1.2.2	Navigation Pane	2

1.2.3	Styles Pane	2

1.3	Video provides a powerful way to help you prove your point.	6

1.3.1	When you click Online Video, you can paste in the embed code for the video you want to add.	6

1.3.2	To make your document look professionally produced, Word provides header, footer, cover page, and text box designs that complement each other.	7

1.4	Caption for Tables	8

CHAPTER 2 LITERATURE REVIEW	12

2.1	Heading 1	12

2.2	Heading 2	12

2.2.1	Heading 3	12

2.2.2	Heading 3a	12

2.2.3	Heading 3b	14

2.3	Other important styles	15

2.4	Equations	17

2.5	Quote	17

CHAPTER 3 MATERIALS AND METHODOLOGY	19

3.1	Introduction	19

3.2	Heading 1	19

3.3	Heading 2	19

3.3.1	Heading 3a	19

3.3.2	Heading 3b	20

3.3.3	Heading 3c	20

3.4	Other important styles	20

3.5	Equations	20

3.6	Quote	21

CHAPTER 4 RESULT AND DISCUSSION	22

4.1	Introduction	22

4.2	Data pre-processing	22

4.2.1	Individual transformation	22

4.2.2	Row scaling	22

4.2.3	Column scaling	22

4.2.4	Mean centring	22

4.2.5	Standardisation	22

4.3	Exploratory data analysis	22

4.4	Variable selection	22

4.4.1	Multiblock methods in chemometrics	23

4.4.2	Multiblock similarity measures	23

CHAPTER 5 CONCLUSION AND RECOMMENDATIONS FOR FUTURE WORK	24

5.1	Introduction	24

5.2	Regression methods	24

5.3	Principal Component Analysis	25

REFERENCES	27

APPENDIX A SAMPLE APPENDIX 1	28

APPENDIX B SAMPLE APPENDIX 2	29

LIST OF TABLES

Table 1.1	Base and supplementary units in SI system.	2

Table 1.2	Derived SI units approved by the International General Conference on Weights and Measures (CGPM).	2

Table 1.3	Derived SI units approved by the International General Conference on Weights and Measures (CGPM).	2

Table 1.4	Sample of new table .	2

Table 2.1	Title	2

Table 2.2	Sample table The text in paragraph can be formatted using Table text style. On the other hand, the style for table’s caption is called Caption for Table WASIT	2

Table 3.1	Sample table	2

LIST OF FIGURES

Figure 1.1	MZJ Ideas on formatting	2

Figure 1.2	Enabling the Developer Tab	2

Figure 1.3	Navigation Pane	2

Figure 1.4	Style Pane	2

Figure 1.5	Z Layout	2

Figure 1.6	One dotx for many docx	2

Figure 1.7	Enabling Styles Pane	2

Figure 1.8	Syles Pane on right side of the window	2

Figure 2.1	The RMSE plot for PLS and PCR models by using all descriptors on the three data split methods.	2

Figure 2.2	The atomic packing of a non-dense (random packing) materials.	2

Figure 3.1	Pore size distribution (PSD) of mesoporous materials.	2

LIST OF SYMBOLS

A	Number of PLS or PCA components in the model
a	Number of the PLS or PCA component
b	PLS regression coefficient
b	Number of blocks (b=1,2,3.....,K)
C	Coarse APM block
Pooled covariance matrix for the two classes

LIST OF ABBREVIATIONS

APM	Airborne particulate matter
BBB	blood-brain barrier
BMU	Best Matching Unit
CMB	Chemical Mass Balance
CPCA	Consensus PCA
CSI	Class Separation Indices
CSM	Class Sample Matrix
CSV	Class Sample Vector
CWM	Class Weight Matrix
CWV	Class Weight Vector
EDC	Euclidean Distance to Centriods

LIST OF GLOSSARIES

APM	Airborne particulate matter
BBB	blood-brain barrier
BMU	Best Matching Unit
CMB	Chemical Mass Balance
CPCA	Consensus PCA
CSI	Class Separation Indices
CSM	Class Sample Matrix
CSV	Class Sample Vector
CWM	Class Weight Matrix
CWV	Class Weight Vector
EDC	Euclidean Distance to Centriods

LIST OF PUBLICATIONS

Sim, S.F., T.Y. Ling, S. Lau, and M.Z. Jaafar, A novel computer-aided multivariate water quality index. Environ Monit Assess, 2015. 187(4): p. 181.

Yatim, N.N.M., Z.M. Zain, M.Z. Jaafar, Z. Md Yusof, A.R. Laili, M.H. Laili, and M.H. Hisham. Noninvasive glucose level determination using diffuse reflectance near infrared spectroscopy and chemometrics analysis based on in vitro sample and human skin. in Systems, Process and Control (ICSPC), 2014 IEEE Conference on. 2014.

Rasaruddin, N.F., M.E.N.M. Ruah, M.N. Hasan, and M.Z. Jaafar, Determination of Iodine Value of Palm Oils Using Partial Least Squares Regression-Fourier Transform Infrared Data. Jurnal Teknologi, 2014. 70(5).

Rasaruddin, N.F., M.N. Hasan, M.E.N.M. Ruah, S.S. Fong, and M.Z. Jaafar. Signal processing strategies in FT-NIR and FTIR spectra of palm oils. in Signal Processing & its Applications (CSPA), 2014 IEEE 10th International Colloquium on Signal Processing and its Application 2014. IEEE.

Waheed, S., M.Z. Jaafar, N. Siddique, A. Markwitz, and R.G. Brereton, PIXE analysis of PM2. 5 and PM2. 5–10 for air quality assessment of Islamabad, Pakistan: Application of chemometrics for source identification. Journal of Environmental Science and Health, Part A, 2012. 47(13): p. 2016-2027.

Ridzuan, M.S.M., M.Z. Jaafar, and M.M. Zain. Quantitative structure-activity relationship (QSAR) modelling of N-aryl derivatives as cholinesterase inhibitors. in Humanities, Science and Engineering Research (SHUSER), 2012 IEEE Symposium on. 2012. IEEE.

Jaafar, M.Z., A.H. Khan, S. Adnan, A. Markwitz, N. Siddique, S. Waheed, and R.G. Brereton, Multiblock analysis of environmental measurements: A case study of using Proton Induced X-ray Emission and meteorology dataset obtained from Islamabad Pakistan. Chemometrics and Intelligent Laboratory Systems, 2011. 107(1): p. 31-43.

CHAPTER 1
INTRODUCTION

WASIT Thesis Template2

Video provides a powerful way to help you prove your point. When you click Online Video, you can paste in the embed code for the video you want to add. You can also type a keyword to search online for the video that best fits your document.

To make your document look professionally produced, Word provides header, footer, cover page, and text box designs that complement each other. For example, you can add a matching cover page, header, and sidebar.

Formatting Method

Figure ‎11	Ideas on formatting

Developer Tab

To create a new thesis based on this template, just double click the file. A new document will open in Microsoft Word, normally named Untitled.docx. You can start put your content in that file without having to worry about the thesis formatting. However, if you want to apply this dotx template to your current thesis, you need to enable the Developer Tab option. To do so, please refer to Figure 0.2.

Figure ‎12	Enabling the Developer Tab

Source: Zuli (2016). Use style named Caption for text in Figure WASIT for any text here.

Navigation Pane

Navigation pane is where you can browse through your thesis based on its heading name. To enable it, please refer to

Figure ‎13	Navigation Pane

Styles Pane

The basic of applying template is using the styles on Style Pane (Figure 0.4). Styles is predefined formatting of text and paragraph. It is most efficient that you put the Styles pane on the right side of the Microsoft Word working environment by click a small arrow as shown in Figure 0.7. If your pane is floating, click and hold the windows and put it at the right side of the windows.

Figure ‎14	Style Pane

Quotation

A quotation which is inserted in a sentence must not be more than 40-words long and must always be written within inverted commas.

For example,

According to [4], “Ethical axioms are found and tested not very differently from the axioms of science. Truth is what stands the test of experience.”

For a quotation with more than 40 words, use the following style,

“On the Insert tab, the galleries include items that are designed to coordinate with the overall look of your document. You can use these galleries to insert tables, headers, footers, lists, cover pages, and other document building blocks. When you create pictures, charts, or diagrams, they also coordinate with your current document look”

You can easily change the formatting of selected text in the document text by choosing a look for the selected text from the Quick Styles gallery on the Home tab. You can also format text directly by using the other controls on the Home tab. Most controls offer a choice of using the look from the current theme or using a format that you specify directly.

“To change the overall look of your document, choose new Theme elements on the Page Layout tab. To change the looks available in the Quick Style gallery, use the Change Current Quick Style Set command. Both the Themes gallery and the Quick Styles gallery provide reset commands so that you can always restore the look of your document to the original contained in your current template”

Figure ‎15	Z Layout

Figure ‎16	One dotx for many docx

Video provides a powerful way to help you prove your point.

On the Insert tab, the galleries include items that are designed to coordinate with the overall look of your document. You can use these galleries to insert tables, headers, footers, lists, cover pages, and other document building blocks. When you create pictures, charts, or diagrams, they also coordinate with your current document look. You can easily change the formatting of selected text in the document text by choosing a look for the selected text from the Quick Styles gallery on the Home tab.

You can also format text directly by using the other controls on the Home tab. Most controls offer a choice of using the look from the current theme or using a format that you specify directly. To change the overall look of your document, choose new Theme elements on the Page Layout tab. To change the looks available in the Quick Style gallery, use the Change Current Quick Style Set command.

When you click Online Video, you can paste in the embed code for the video you want to add.

Data Pre-processing and Exploratory Analysis by using PCA, SOMs and Class Separation Indices.

Multiblock methods and regression analysis of environmental dataset.

Pattern recognition in QSAR with the application of SOMs and PLSDA.

Data Splitting Methods for Regressions and Classifications.

You can also type a keyword to search online for the video that best fits your document.

To make your document look professionally produced, Word provides header, footer, cover page, and text box designs that complement each other.

For example, you can add a matching cover page, header, and sidebar.

Figure ‎17	Enabling Styles Pane

Once secured on the right side of the working environment, the Styles Pane should look like Figure 0.8.

Figure ‎18	Syles Pane on right side of the window

This is just a simulation. Syles Pane on right side of the window Once the PC is ready, you can familiarize yourself with the styles in this template. Some of the styles will be explained in Chapter 2

Caption for Tables

Once the PC is ready, you can familiarize yourself with the styles in this template. Some of the styles will be explained in Chapter 2.

Table 1.1	Base and supplementary units in SI system.

Unit type	Quantity	Unit name	Unit symbol
Base units	Amount of substance	mole	mol
Electric current	Ampere	A
Length	Meter	M
Luminous intensity	Candela	Cd
Thermodynamic temperature	Kelvin	K

Table 1.2	Derived SI units approved by the International General Conference on Weights and Measures (CGPM).

Quantity	Unit name	Unit symbol	Formula
Absorbed dose	Gray	Gy	J/kg
Activity (of a radionuclide)	Becquerel	Bq	1/s
Celsius temperature	Degree Celsius	°C	K
Dose equivalent	Sievert	Sv	J/kg
Electric capacitance	Farad	F	C/V
Electric conductance	Siemens	S	A/V
Electric resistance	Ohm	Ω	V/A
Electric potential, potential difference, electromotive force	Volt	V	W/A
Energy, work, quantity of heat	Joule	J	N•m
Force	Newton	N	kg•m/s2
Frequency (of a periodic phenomenon)	Hertz	Hz	1/s
Illuminance	Lux	lx	lm/m2
Inductance	Henry	H	Wb/A
Luminous flux	Lumen	lm	cd•sr
Magnetic flux	Weber	Wb	V•s

Table 1.3	Derived SI units approved by the International General Conference on Weights and Measures (CGPM).

Title	Number	Student	Gendet	Income
Bold

Table 1.4	Sample of new table .

No	Item 1	Item 2
1	On the Insert tab, the galleries include items that are designed to coordinate with the overall look of your document.	On the Insert tab, the galleries include items that are designed to coordinate with the overall look of your document.
2	You can use these galleries to insert tables, headers, footers, lists, cover pages, and other document building blocks.	You can use these galleries to insert tables, headers, footers, lists, cover pages, and other document building blocks.
3	When you create pictures, charts, or diagrams, they also coordinate with your current document look.	You can easily change the formatting of selected text in the document text by choosing a look for the selected text from the Quick Styles gallery on the Home tab.

CHAPTER 2
LITERATURE REVIEW

Heading 1

Heading 1 is used for chapter naming. In this template, it is called Heading 1, WASIT Chapter Title. In most cases, thesis will have around five to seven chapters.

Heading 2

The styles used for this subchapter 2.2 is Heading 2, WASIT Level 2.

Heading 3

The heading for Subchapter 2.2.1 is formatted with Heading 3, WASIT Level 3.

Heading 3a

Video provides a powerful way to help you prove your point. When you click Online Video, you can paste in the embed code for the video you want to add. You can also type a keyword to search online for the video that best fits your document.

PCR models -SPXY	PCR models - KS	PCR-models - Duplex
PLS models - SPXY	PLS models - KS	PLS models Duplex

Figure ‎21	The RMSE plot for PLS and PCR models by using all descriptors on the three data split methods.

Heading 3b

Video provides a powerful way to help you prove your point. When you click Online Video, you can paste in the embed code for the video you want to add. You can also type a keyword to search online for the video that best fits your document. To make your document look professionally produced, Word provides header, footer, cover page, and text box designs that complement each other. For example, you can add a matching cover page, header, and sidebar.

Click Insert and then choose the elements you want from the different galleries. Themes and styles also help keep your document coordinated. When you click Design and choose a new Theme, the pictures, charts, and SmartArt graphics change to match your new theme. When you apply styles, your headings change to match the new theme. Save time in Word with new buttons that show up where you need them.

Figure ‎22	The atomic packing of a non-dense (random packing) materials.

Heading 4

In this template, Heading 4 is not used. Instead, the heading for level 4 will be using the Heading 5, WASIT Level 4. That is all the heading styles needed to format a thesis.

Other important styles

All styles developed in this template are essential to a proper thesis formatting. The most widely used style is WASIT Paragraph. This very paragraph is formatted by WASIT Paragraph s

Table 2.1	Title

No	Item	Purpose
1	PCA biplots	To show the influence of the variables on the samples. This plot is the combination of PCA scores and PCA loadings plot.
2	Percentage of eigenvalues	To show the importance of each PCs. The percentage gives an indication about the variation of the data explained by each PC.
3	PCA scores plots	To show the pattern or the distribution of the samples that may exist.
4	PCA loading plot	To show the pattern or the distribution of the variable that may exist.
5	1D of first component scores plot	To support PCA scores plot of the samples’ distribution by using the highest percentage variances explained PCs

Another important one is the caption styles. All pictures in this template are formatted by using Caption for Equation styles.

Equations

As shown in all equations must be systematically numbered. To insert any equation, copy the whole equation and numbering below and paste on your desired location. After that, edit the equation. The style for equation is Caption for Equation WASIT.

(2.1)

The paragraph after an equation of a figure, has to be formatted in WASIT Paragraph 2. This is to allow some space between the paragraph and the equation or the figure’s caption. This paragraph is using WASIT Paragraph 2 style.

Quote

To insert a quote like this, use Quotation WASIT style. Please ensure all quotation are properly cited.

On the Insert tab, the galleries include items that are designed to coordinate with the overall look of your document. You can use these galleries to insert tables, headers, footers, lists, cover pages, and other document building blocks.

The text in paragraph can be formatted using Table text style. On the other hand, the style for table’s caption is called Caption for Table WASIT.

Table 2.2	Sample table The text in paragraph can be formatted using Table text style. On the other hand, the style for table’s caption is called Caption for Table WASIT

Test	Text
Test	Text
Test	Text
Test	Text
Test	Text

CHAPTER 3
MATERIALS AND METHODOLOGY

Introduction

Heading 1

Heading 1 is used for chapter naming. In this template, it is called Heading 1, WASIT Chapter Title. In most cases, thesis will have around five to seven chapters.

Figure ‎31	Pore size distribution (PSD) of mesoporous materials.

Heading 2

The styles used for this subchapter 2.2 is Heading 2, WASIT Level 2.

Heading 3a

The heading for Subchapter 2.2.1 is formatted with Heading 3, WASIT Level 3.

Heading 3b

Heading 3c

Heading 4

In this template, Heading 4 is not used. Instead, the heading for level 4 will be using the Heading 5, WASIT Level 4. That is all the heading styles needed to format a thesis.

Heading 4

In this template, Heading 4 is not used. Instead, the heading for level 4 will be using the Heading 5, WASIT Level 4. That is all the heading styles needed to format a thesis.

Other important styles

All styles developed in this template are essential to a proper thesis formatting. The most widely used style is WASIT Paragraph. This very paragraph is formatted by WASIT Paragraph syles.

Another important one is the caption styles. All pictures in this template are formatted by using Caption for Equation styles.

Equations

As shown in Equation (0.1 all equations must be systematically numbered. To insert any equation, copy the whole equation and numbering below and paste on your desired location. After that, edit the equation. The style for equation is Caption for Equation UMP.

(3.1)

The paragraph after an equation of a figure, has to be formatted in WASIT Paragraph 2. This is to allow some space between the paragraph and the equation or the figure’s caption. This paragraph is using WASIT Paragraph 2 style.

Quote

To insert a quote like this, use Quotation WASIT style. Please ensure all quotation are properly cited.

On the Insert tab, the galleries include items that are designed to coordinate with the overall look of your document. You can use these galleries to insert tables, headers, footers, lists, cover pages, and other document building blocks.

The text in paragraph can be formatted using Table text style. On the other hand, the style for table’s caption is called Caption for Table WASIT.

Table 3.1	Sample table

Test	Text
Test	Text
Test	Text
Test	Text
Test	Text

CHAPTER 4
RESULT AND DISCUSSION

Introduction

Data pre-processing

Individual transformation

Row scaling

Column scaling

Mean centring

Standardisation

Exploratory data analysis

Principal Component Analysis

Self Organizing Maps

Initialisation

Training

Class separation index

Silhouette width

Modified Silhouette width

Regression methods

Multivariate Linear Regression

Principal Components Regression

Partial Least Squares Regression

Variable selection

Multiblock methods in chemometrics

Multiblock similarity measures

Multiblock Partial Least Squares Regression

Data splitting methods

Data splitting for regression

Data splitting for classification

Classification methods

Partial Least Squares Discriminant Analysis

Supervised Self Organizing Maps

Data Pre-Processing and Data Drift: Exploratory Analysis and Class Separation Indices

Introduction

Dataset

Airborne particulate matter dataset

Meteorology dataset

QSAR dataset

Chemometrics Methods

Data pre-processing

Principal Component Analysis

Principal Component Regression

Principal Component Analysis, cluster separation indices and data drift

Self Organizing Maps

Results and Discussion

Airborne particulate matter dataset

Sample and elemental analysis

Exploratory data analysis by using Principal Component Analysis and Self Organizing Maps

Data pre-processing, PCA and class separation index

Meteorology dataset

QSAR dataset

CHAPTER 5
CONCLUSION AND RECOMMENDATIONS FOR FUTURE WORK

Introduction

On the Insert tab, the galleries include items that are designed to coordinate with the overall look of your document. You can use these galleries to insert tables, headers, footers, lists, cover pages, and other document building blocks. When you create pictures, charts, or diagrams, they also coordinate with your current document look.

You can easily change the formatting of selected text in the document text by choosing a look for the selected text from the Quick Styles gallery on the Home tab. You can also format text directly by using the other controls on the Home tab. Most controls offer a choice of using the look from the current theme or using a format that you specify directly.

To change the overall look of your document, choose new Theme elements on the Page Layout tab. To change the looks available in the Quick Style gallery, use the Change Current Quick Style Set command. Both the Themes gallery and the Quick Styles gallery provide reset commands so that you can always restore the look of your document to the original contained in your current template.

Regression methods

Principal Component Analysis

Variable selection

PLS and PCR models by using all descriptors

Modelling at different empirical significant

Classification methods

Principal Component Analysis

Class Boundary Plot

Percentage Correctly Classified

Conclusions and Future Work

REFERENCES

Use reference manager such as Mendeley or Endnote to generate references list here.

APPENDIX A
SAMPLE APPENDIX 1

For Appendices Heading use TITLE AT ROMAN PAGES style.

APPENDIX B
SAMPLE APPENDIX 2

For Appendices Heading use TITLE AT ROMAN PAGES style.