You cannot select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
110 lines
5.1 KiB
TeX
110 lines
5.1 KiB
TeX
\documentclass[../Main.tex]{subfiles}
|
|
\graphicspath{{\subfix{Assets/img/}}}
|
|
|
|
\begin{document}
|
|
In this model there are two types of entities subject to laws of motion;
|
|
i.e. constellation-level satellite stocks and debris.
|
|
%These laws are the foundations to the results found in \cref{SEC:Kessler,SEC:Survival}, and
|
|
%are crucial elements of the models presented in sections \cref{SEC:Operator,SEC:Planner}.
|
|
|
|
\subsubsection{Mathematical Preliminaries}
|
|
Throughout the remainder of the paper, the following notation will be used.
|
|
Superscripts $s^i$ denote satellite constellations while
|
|
subscripts $s_t$ denote time periods.
|
|
\begin{itemize}
|
|
\item $s^i_t$ represents the number of satellites in a constellation $i$ in period $t$.
|
|
This is often referred to as the satellite ``stock'' of a constellation.
|
|
\item $x^i_t$ represents the number of satellites launched as part of constellation $i$
|
|
in period $t$
|
|
\item $D_t$ represents the level of debris at period $t$.
|
|
\end{itemize}
|
|
I've used the capital letters $S_t$ and $X_t$ to represent the set (vector)
|
|
of constellations' stocks and policy decisions respectively.
|
|
|
|
\subsubsection{Satellite Stocks}
|
|
Each constellation consists of a number of satellites in orbit, controlled by the same operator and
|
|
operated for the same purpose.
|
|
Satellites can be destroyed by collisions with other satellites or debris.
|
|
Of course, satellite stocks can be increased by launching more satellites.
|
|
Assuming satellites are not actively deorbited, we get the
|
|
following general law of motion for each constellation $i$.
|
|
\begin{align}
|
|
s^i_{t+1} = \left( R^i(S_t, D_t)\right)s^i_t + x^i_t
|
|
%Couple of Notes:
|
|
% This does not allow for natural decay of satellites.
|
|
% Nor does it include a deorbit decision.
|
|
% Representing those might be:
|
|
% - \eta s^i_t - y^i_t
|
|
\end{align}
|
|
Where $R^i(\cdot)$ represents the constellation $i$'s survival rate, making
|
|
$1-R^1()$ the rate at which they are destroyed or damaged by collisions.
|
|
%Assumption:
|
|
|
|
\subsubsection{Collision Efficiencies}
|
|
%Explain bit about constellation collision efficiencies.
|
|
As demonstrated by \cite{reiland2020}, there are constellation designs by which an operator can
|
|
minimize the risk of intra-constellation collisions.
|
|
I assume that when designing a constellation, the operator chooses to minimize collision risks,
|
|
and as a result, there is a greater relative risk of inter-constellation collision.
|
|
|
|
It is reasonable to ask why operators would not use the same techniques to reduce
|
|
inter-constellation collision risks.
|
|
While some of the steps could be taken, a fundamental issue arises in that constellations
|
|
are operated for different purposes and require different orbital properties.
|
|
%Maybe 2 operators can place themselves in low risk orbits, but adding a 3rd increases the risk to all of them.
|
|
%This could be explained as Coordination across time (time travel doesn't exist yet)
|
|
This coordination is also complicated by the fact that constellations are not
|
|
designed nor launched at the same time.
|
|
Consequently, while an operator may choose to minimize their total risk when launching
|
|
a constellation, the launch of later constellations may lead to a suboptimal orbit design.
|
|
It is important to note that satellite-on-satellite collisions are rare\footnote{
|
|
I am only aware of one collision between satellites,
|
|
and one of them was abandoned at the time.\cref{ListOfOrbitalIncidents}
|
|
}
|
|
but this may be due to the fact that evasive maneuvers are usually taken
|
|
when collisions appear reasonably possible.
|
|
|
|
These intra-collision efficiencies can be represented in the satellite survival rate $R^i(\cdot)$ as:
|
|
\begin{align}
|
|
\parder{R^i}{s^k_t}{} < 0 ~~\forall k \in \{1,\dots,N)\\
|
|
\parder{R^i}{s^j_t}{} < \parder{R^i}{s^i_t}{} ~~\forall j\neq i
|
|
\end{align}
|
|
|
|
Note that we assume that the loss of satellites to collisions is
|
|
increasing in the level of debris: $\parder{R^i}{D_t}{} < 0$.
|
|
|
|
\subsubsection{Debris}
|
|
Debris is generated by various processes, including:
|
|
\begin{itemize}
|
|
\item Naturally occuring debris is captured from interplanetary space.
|
|
\item Satellite launches, operations, failures, or intentional destruction.
|
|
\item Collisions between
|
|
\begin{itemize}
|
|
\item Two satellites.
|
|
\item A satellite and debris.
|
|
\item Two pieces of debris.
|
|
\end{itemize}
|
|
\end{itemize}
|
|
Debris leaves orbit when atmospheric drag slows it down enough to reenter the atmosphere.
|
|
Because the atmosphere is negligible for many orbits, reentry can easily take decades
|
|
or centuries.
|
|
|
|
These effects can be represented by the following general law of motion.
|
|
\begin{align}
|
|
D_{t+1} = (1-\delta)D_t + g(D_t) + \gamma(S_t,D_t) + \Gamma(X_t)
|
|
\end{align}
|
|
For simplicity, I formulate this more specifically as:
|
|
\begin{align}
|
|
D_{t+1} = (1-\delta + g)D_t
|
|
+ \gamma \sum^N_{i=1} (1-R^i(S_t,D_t)) \cdot s^i_t
|
|
+ \Gamma \sum^n_{j=1} x^i_t
|
|
\end{align}
|
|
where $ \Gamma, \gamma$ represent the debris generated by each
|
|
launch and collision respectively.
|
|
Similarly $\delta$ and $g$ represent the decay rate of debris and the
|
|
autocatalysis\footnote{
|
|
Using terminology from \cite(RaoRondina2020).
|
|
} of debris generation.
|
|
|
|
\end{document}
|