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<meta name="generator" content="pandoc-markdown-css-theme" />
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes" />
<meta name="author" content="Abhijith Prakash" />
<meta name="dcterms.date" content="2024-03-17" />
<meta name="dcterms.date" content="2024-03-18" />
<title>Thesis - Abhijith Prakash</title>
<link rel="stylesheet" href="css/theme.css" />
<link rel="stylesheet" href="css/skylighting-paper-theme.css" />
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<p class="author">
Abhijith Prakash
</p>
<p class="date before-toc"><time datetime="March 17, 2024">March 17, 2024</time></p>
<p class="date before-toc"><time datetime="March 18, 2024">March 18, 2024</time></p>
</blockquote>
</header>

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<li><a href="#regulatory-submissions" id="toc-regulatory-submissions">Regulatory submissions</a></li>
<li><a href="#open-source-software-development" id="toc-open-source-software-development">Open source software development</a></li>
</ul></li>
<li><a href="#acknowledgements" id="toc-acknowledgements">Acknowledgements</a>
<ul>
<li><a href="#first-paper" id="toc-first-paper">First paper</a></li>
<li><a href="#second-paper" id="toc-second-paper">Second paper</a></li>
<li><a href="#third-paper" id="toc-third-paper">Third paper</a></li>
</ul></li>
<li><a href="#acknowledgements" id="toc-acknowledgements">Acknowledgements</a></li>
<li><span class="toc-section-number">1</span> List of Figures</li>
<li><span class="toc-section-number">2</span> List of Tables</li>
<li><a href="#abbreviations-and-nomenclature" id="toc-abbreviations-and-nomenclature">Abbreviations and nomenclature</a></li>
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<p><strong>Prakash, A.</strong> AEMO Monthly Data Archive Tool: A package and CLI utility to check for available data and download tables from AEMO’s Monthly Data Archive. https://github.com/prakaa/mms-monthly-cli (2023)</p>
</blockquote>
<h1 class="unnumbered" id="acknowledgements">Acknowledgements</h1>
<h2 class="unnumbered" id="first-paper">First paper</h2>
<p>The authors would like to thank Andrew Corrigan and Max Zekulich for sharing their data and analysis on frequency response and FCAS markets. We greatly appreciate the thoughtful comments provided by the reviewers in response to our original submission. This research was supported by an Australian Government Research Training Program Scholarship and by the UNSW Digital Grid Futures Institute.</p>
<h2 class="unnumbered" id="second-paper">Second paper</h2>
<p>The authors would like to thank:</p>
<ul>
<li>The Australian Energy Market Operator, the Australian Energy Market Commission and the Energy Security Board for their feedback on elements of this work;</li>
<li>The team at WattClarity for the opportunity to present preliminary findings; and</li>
<li>Christian Christiansen for his comments on the original draft.</li>
</ul>
<p>This research was supported by an Australian Government Research Training Program Scholarship and by the UNSW Digital Grid Futures Institute.</p>
<h2 class="unnumbered" id="third-paper">Third paper</h2>
<p>The authors would like to thank Nicholas Gorman for his comments on the original draft, and Declan Heim &amp; the members of the forecasting team from the Australian Energy Market Operator for useful discussions related to this work.</p>
<p>This research includes computations using the computational cluster Katana supported by Research Technology Services at UNSW Sydney.</p>
<p>This research was supported by an Australian Government Research Training Program Scholarship. The development of <code>NEMSEER</code>, a software package that was critical to this work, was supported by the UNSW Digital Grid Futures Institute. </p>
<p>I wouldn’t describe myself as bold, but fortune has certainly favoured me.</p>
<p>I am lucky to have stumbled into doing a PhD with Anna and Iain as my supervisors. Thank you for taking me on, and for your wisdom, guidance and encouragement over the years. I will forever be grateful to you both for showing me the value of interdisciplinary approaches and for helping me embrace complexity.</p>
<p>I am lucky to have met some amazing people within the Collaboration on Energy and Environmental Markets. Nick, thank you so much for our insightful chats, your incisive and constructive criticism of the work in this thesis, and of course, the whips and catches. I’ve learnt so much from your approach to software, problem-solving and life. To Sophie, thank you for our chats, the opportunity to work with you and for showing me the power of asking “why?”. To Simon, thanks for letting me always interrupt your days for our very enjoyable chats on campus. Rohan, thank you for letting me crash your honours project and giving me the opportunity to work with you. Declan, thanks for all our conversations about modelling, electricity markets and energy policy. Ash and Declan, thank you for signing up to write that submission with me. And to the broader group, thanks for sharing your kindness, wisdom and experience. I’ve enjoyed hearing about your work and sharing mine at all the discussion groups over the years.</p>
<p>I am lucky to have had some amazing friends who have helped me along the way whilst also tolerating my sub-par banter. Christian, thanks for being generous with your time in proof-reading and editing parts of this thesis. To Vicky, thanks for your love and support during the early years. To my various housemates – Nicola, Jeff, Hayden (!) and Kate in particular – thanks for being there through my highs and lows. Mark and Owen, thanks for showing me you can mix work with pleasure. To my trivia team, fellow disc-throwers and many climbing partners, thank you for keeping me safe and sane. To everyone I couldn’t name here, I am lucky to be able to call you a friend.</p>
<p>I am lucky to have a mum and dad who have been very supportive and love me very much. Thank you for always being there for me and for reminding what is important in life.</p>
<p>I am lucky to have received feedback and support for the work in this thesis from many individuals and organisations. Thank you to Andrew Corrigan and Max Zekulich for sharing their data and analysis on frequency response and FCAS markets. To the team at WattClarity and to the Australian Energy Market Operator, the Australian Energy Market Commission and the Energy Security Board, thank you for the opportunity to present and get feedback on parts of this thesis. To the Australian Government Research Training Program and the UNSW Digital Grid Futures Institute, thank you for your financial support and to the UNSW Sydney Research Technology Services, thanks for giving me access to Katana. And to the various anonymous reviewers, thank you for the thoughtful comments that have improved the work in this thesis.</p>
<p>Finally, I am lucky to have drawn the cards that I have in the lottery in life. I am immensely grateful to have been able to live, work and play on the awe-inspiring lands of the Dharug and Gundungurra people in an immensely lucky country. </p>
<h1 data-number="1"><span class="header-section-number">1</span> List of Figures</h1>
<div class="list list-of-fig">
1. A conventional bulk power system consisting of generation, transmission and distribution networks, and industrial, commercial and residential end-users. Source: <span class="citation" data-cites="australianenergymarketoperatorIndustryOverview2023">Australian Energy Market Operator (<a href="#ref-australianenergymarketoperatorIndustryOverview2023" role="doc-biblioref">2023a</a>)</span>.<br />
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\normalsize
UNSW Sydney, Australia\\
March 17, 2024
March 18, 2024

% Except where otherwise noted, content in this thesis is licensed under a Creative Commons Attribution 4.0 License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Copyright 2015,Tom Pollard.

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\chapter*{Acknowledgements}\label{acknowledgements}}
\addcontentsline{toc}{chapter}{Acknowledgements}

\hypertarget{first-paper}{%
\section*{First paper}\label{first-paper}}
\addcontentsline{toc}{section}{First paper}

The authors would like to thank Andrew Corrigan and Max Zekulich for
sharing their data and analysis on frequency response and FCAS markets.
We greatly appreciate the thoughtful comments provided by the reviewers
in response to our original submission. This research was supported by
an Australian Government Research Training Program Scholarship and by
the UNSW Digital Grid Futures Institute.

\hypertarget{second-paper}{%
\section*{Second paper}\label{second-paper}}
\addcontentsline{toc}{section}{Second paper}

The authors would like to thank:

\begin{itemize}
\tightlist
\item
The Australian Energy Market Operator, the Australian Energy Market
Commission and the Energy Security Board for their feedback on
elements of this work;
\item
The team at WattClarity for the opportunity to present preliminary
findings; and
\item
Christian Christiansen for his comments on the original draft.
\end{itemize}

This research was supported by an Australian Government Research
Training Program Scholarship and by the UNSW Digital Grid Futures
Institute.

\hypertarget{third-paper}{%
\section*{Third paper}\label{third-paper}}
\addcontentsline{toc}{section}{Third paper}

The authors would like to thank Nicholas Gorman for his comments on the
original draft, and Declan Heim \& the members of the forecasting team
from the Australian Energy Market Operator for useful discussions
related to this work.

This research includes computations using the computational cluster
Katana supported by Research Technology Services at UNSW Sydney.

This research was supported by an Australian Government Research
Training Program Scholarship. The development of \texttt{NEMSEER}, a
software package that was critical to this work, was supported by the
UNSW Digital Grid Futures Institute. \newpage
I wouldn't describe myself as bold, but fortune has certainly favoured
me.

I am lucky to have stumbled into doing a PhD with Anna and Iain as my
supervisors. Thank you for taking me on, and for your wisdom, guidance
and encouragement over the years. I will forever be grateful to you both
for showing me the value of interdisciplinary approaches and for helping
me embrace complexity.

I am lucky to have met some amazing people within the Collaboration on
Energy and Environmental Markets. Nick, thank you so much for our
insightful chats, your incisive and constructive criticism of the work
in this thesis, and of course, the whips and catches. I've learnt so
much from your approach to software, problem-solving and life. To
Sophie, thank you for our chats, the opportunity to work with you and
for showing me the power of asking ``why?''. To Simon, thanks for
letting me always interrupt your days for our very enjoyable chats on
campus. Rohan, thank you for letting me crash your honours project and
giving me the opportunity to work with you. Declan, thanks for all our
conversations about modelling, electricity markets and energy policy.
Ash and Declan, thank you for signing up to write that submission with
me. And to the broader group, thanks for sharing your kindness, wisdom
and experience. I've enjoyed hearing about your work and sharing mine at
all the discussion groups over the years.

I am lucky to have had some amazing friends who have helped me along the
way whilst also tolerating my sub-par banter. Christian, thanks for
being generous with your time in proof-reading and editing parts of this
thesis. To Vicky, thanks for your love and support during the early
years. To my various housemates -- Nicola, Jeff, Hayden (!) and Kate in
particular -- thanks for being there through my highs and lows. Mark and
Owen, thanks for showing me you can mix work with pleasure. To my trivia
team, fellow disc-throwers and many climbing partners, thank you for
keeping me safe and sane. To everyone I couldn't name here, I am lucky
to be able to call you a friend.

I am lucky to have a mum and dad who have been very supportive and love
me very much. Thank you for always being there for me and for reminding
what is important in life.

I am lucky to have received feedback and support for the work in this
thesis from many individuals and organisations. Thank you to Andrew
Corrigan and Max Zekulich for sharing their data and analysis on
frequency response and FCAS markets. To the team at WattClarity and to
the Australian Energy Market Operator, the Australian Energy Market
Commission and the Energy Security Board, thank you for the opportunity
to present and get feedback on parts of this thesis. To the Australian
Government Research Training Program and the UNSW Digital Grid Futures
Institute, thank you for your financial support and to the UNSW Sydney
Research Technology Services, thanks for giving me access to Katana. And
to the various anonymous reviewers, thank you for the thoughtful
comments that have improved the work in this thesis.

Finally, I am lucky to have drawn the cards that I have in the lottery
in life. I am immensely grateful to have been able to live, work and
play on the awe-inspiring land of the Dharug and Gundungurra people in
an immensely lucky country. \newpage

\pagenumbering{gobble}

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# Acknowledgements {.unnumbered}

## First paper {-}
I wouldn't describe myself as bold, but fortune has certainly favoured me.

The authors would like to thank Andrew Corrigan and Max Zekulich for sharing their data and analysis on frequency response and FCAS markets. We greatly appreciate the thoughtful comments provided by the reviewers in response to our original submission. This research was supported by an Australian Government Research Training Program Scholarship and by the UNSW Digital Grid Futures Institute.
I am lucky to have stumbled into doing a PhD with Anna and Iain as my supervisors. Thank you for taking me on, and for your wisdom, guidance and encouragement over the years. I will forever be grateful to you both for showing me the value of interdisciplinary approaches and for helping me embrace complexity.

## Second paper {-}
I am lucky to have met some amazing people within the Collaboration on Energy and Environmental Markets. Nick, thank you so much for our insightful chats, your incisive and constructive criticism of the work in this thesis, and of course, the whips and catches. I've learnt so much from your approach to software, problem-solving and life. To Sophie, thank you for our chats, the opportunity to work with you and for showing me the power of asking "why?". To Simon, thanks for letting me always interrupt your days for our very enjoyable chats on campus. Rohan, thank you for letting me crash your honours project and giving me the opportunity to work with you. Declan, thanks for all our conversations about modelling, electricity markets and energy policy. Ash and Declan, thank you for signing up to write that submission with me. And to the broader group, thanks for sharing your kindness, wisdom and experience. I've enjoyed hearing about your work and sharing mine at all the discussion groups over the years.

The authors would like to thank:
I am lucky to have had some amazing friends who have helped me along the way whilst also tolerating my sub-par banter. Christian, thanks for being generous with your time in proof-reading and editing parts of this thesis. To Vicky, thanks for your love and support during the early years. To my various housemates – Nicola, Jeff, Hayden (!) and Kate in particular – thanks for being there through my highs and lows. Mark and Owen, thanks for showing me you can mix work with pleasure. To my trivia team, fellow disc-throwers and many climbing partners, thank you for keeping me safe and sane. To everyone I couldn't name here, I am lucky to be able to call you a friend.

- The Australian Energy Market Operator, the Australian Energy Market Commission and the Energy Security Board for their feedback on elements of this work;
- The team at WattClarity for the opportunity to present preliminary findings; and
- Christian Christiansen for his comments on the original draft.
I am lucky to have a mum and dad who have been very supportive and love me very much. Thank you for always being there for me and for reminding what is important in life.

This research was supported by an Australian Government Research Training Program Scholarship and by the UNSW Digital Grid Futures Institute.
I am lucky to have received feedback and support for the work in this thesis from many individuals and organisations. Thank you to Andrew Corrigan and Max Zekulich for sharing their data and analysis on frequency response and FCAS markets. To the team at WattClarity and to the Australian Energy Market Operator, the Australian Energy Market Commission and the Energy Security Board, thank you for the opportunity to present and get feedback on parts of this thesis. To the Australian Government Research Training Program and the UNSW Digital Grid Futures Institute, thank you for your financial support and to the UNSW Sydney Research Technology Services, thanks for giving me access to Katana. And to the various anonymous reviewers, thank you for the thoughtful comments that have improved the work in this thesis.

## Third paper {-}

The authors would like to thank Nicholas Gorman for his comments on the original draft, and Declan Heim & the members of the forecasting team from the Australian Energy Market Operator for useful discussions related to this work.

This research includes computations using the computational cluster Katana supported by Research Technology Services at UNSW Sydney.

This research was supported by an Australian Government Research Training Program Scholarship. The development of `NEMSEER`, a software package that was critical to this work, was supported by the UNSW Digital Grid Futures Institute.
Finally, I am lucky to have drawn the cards that I have in the lottery in life. I am immensely grateful to have been able to live, work and play on the awe-inspiring lands of the Dharug and Gundungurra people in an immensely lucky country.
\newpage


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