Tambah subbab tentang LQR dan revisi minor. Next step adalah tambah sub bab didalem "todo"

release
a2nr 2019-12-12 11:08:24 +07:00
parent 1759a5d535
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@ -116,7 +116,7 @@ bernilai kecil, dan dalam persamaan~\eqref{eq:dyn_motor} nilai induktansi dapat
Penjabaran dinamika robot bisa diubah dalam bentuk \textit{state-space}
\begin{align}
\dot{x}(t) & = A_rx(t) + B_ru(t) + Ksgn(x(t)) \label{eq:ss1} \\
\dot{x}(t) & = A_rx(t) + B_ru(t) + ksgn(x(t)) \label{eq:ss1} \\
y(t) & = Cx(t) \label{eq:ss2}
\end{align}
dimana vektor \textit{state} adalah $x(t) = \begin{bmatrix} x_p & y_p & \theta & \dot{x}_r & \dot{y}_r & \dot{\theta}_r \end{bmatrix}^T$, dan
@ -140,9 +140,7 @@ sistem robot
\frac{l.K_t}{R_a.r}.\frac{-1}{M} & \frac{l.K_t}{R_a.r}.\frac{\cos(60^\circ)}{M} & \frac{l.K_t}{R_a.r}.\frac{\cos(60^\circ)}{M} \\
\frac{l.K_t}{R_a.r}.\frac{b}{I} & \frac{l.K_t}{R_a.r}.\frac{b}{I} & \frac{l.K_t}{R_a.r}.\frac{b}{I} \\
\end{bmatrix},
%% \end{align*}
%% \begin{align*}
K = \begin{bmatrix}
k = \begin{bmatrix}
0 & 0 & 0 & 0 & 0 & 0 & \\
0 & 0 & 0 & 0 & 0 & 0 & \\
0 & 0 & 0 & 0 & 0 & 0 & \\

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@ -12,9 +12,8 @@ bidan kendali multi-robot, khususnya dalam kendali formasi.
\caption{Kerangka Penelitian}
\label{fig:kerangka_pen}
\end{figure}
\todo{
Pada Gambar diberi kotak yang didalamnya menunjjukan fokus penelitian lalu diberi legend
}
\section{Definisi Permasalahan Kendali Formasi}
Kendali formasi adalah kendali multi-agent untuk mencapai suatu formasi yang diinginkan.
@ -26,33 +25,27 @@ Pembagian kategori tersebut berdasarkan kemampuan sensor yang digunakan dan
penggunaan komunikasi dalam metodenya.
Dari ketiga kategori tersebut, kendali formati berbasis jarak sangat dibutuhkan pembahasan
mengenai penerapan metode tersebut pada agent yang nyata.
\textit{Simple model, Model real,} dan \textit{Real} dapat dikatakan sebuah tahap pengemabangan.
\kutip{OH2015424} menyatakan bahwa mayoritas dari hasil penelitian yang menggunakan pendekatan ini (\textit{distance-based}) berfokus pada model agent dengan integrator-tunggal di suatu bidang datar.
Gagasan agent \textit{simple model} tersebut memiliki manfaat ketika menginvestigasi karakteristik kendali secara mendasar, model agent yang lebih relistik (\textit{Model real}) perlu untuk dipelajari lebih lanjut untuk menambah kepraktisan pada metode kendali multi-agent berdasarkan jarak.
Dengan bertambahnya kepraktisan pada metode tersebut diharapkan dapat diterapkan dalam agent secara \textit{Real}.
Pada penelitian oleh \kutip{Rozenheck2015}, kendali formasi berdasarkan jarak dikendalikan
menggunakan kendali PI dan menghasilkan pergerakan yang baik.
Dalam penelitian ini akan difokuskan pada kendali formasi berbasis jarak
dengan mengembangkan kendali PI yang telah dilakukan sebelumnya beserta menggunakan
model nyata.
\todo{
Diperlukan penjelasan mengenai simple model itu bagaiman,
contohnya pada penjelasan jurnal kebanyakan analisis menggunakan model orde satu yang sangat
sederhana
lalu menggunakan model real untuk mendesain kendali
dan model real adalah penerapan dari model real.
}
Dapat diperhatikan pada persamaan~\eqref{eq:modelorde1} bahwa peneliti menggunakan \textit{Simple model} untuk mengembangkan kendali multi-robotnya.
Maka, penelitian ini akan difokuskan pada kendali formasi berbasis jarak
kendali PI yang telah dilakukan sebelumnya dengan menggunakan model nyata.
\section{Permasalah dan Solusi}
Pada kerangka kendali-PI pada persamaan~\eqref{eq:ss-formasi}, state yang digunakan membutuhkan
koordinat relatif dari tetangganya. Akan tetapi pada batasan penelitian ini, sensor yang digunakan
hanya memberikan jarak terhadap tetangganya. Secara pendekatan, digunakan koordinat polar dan diubah
ke koordinat kartesian. Akan tetapi koordinat polar membutuhkan sudut antara agent dan tetangganya.
Dapat diperhatikan pada persamaan~\eqref{eq:ss-formasi}, state yang digunakan membutuhkan koordinat relatif dari tetangganya.
Akan tetapi pada batasan penelitian ini, sensor yang digunakan hanya memberikan jarak terhadap tetangganya.
Sedangkan koordinat relatif tersebut berupa kartesian.
Koordinat kartesian dapat diubah ke bentuk koordinat polar, atau sebaliknya.
Akan tetapi koordinat polar membutuhkan sudut antara agent dan tetangganya.
Oleh karena itu dibutuhkan algoritma khusus untuk menutup permasalahan tersebut.
Untuk mengembangkan algoritma tersebut, dapat menggunakan hukum \textit{cosinus} segitiga
untuk menentukan sudutnya.
Algoritma \textit{cosinus} tersebut hanya berlaku apabila tetangga tidak melakukan pergerakan dan
akan dijalankan algoritma tersebut ketika inisialisasi.
Ketika tetangga melakukan pergerakan, tetangga mengirimkan informasi percepatan koordinatnya pada agent.
Kegunaannya adalah sebagai referensi perubahan koordinat terhadap tetangga.
Sehingga harapanya adalah kerangka kendali-PI dapat digunakan menggunakan sensor yang hanya mendeteksi jarak saja.
Untuk mengembangkan algoritma tersebut, dapat menggunakan hukum \textit{cosinus} segitiga untuk menentukan sudutnya.
Dengan memanfaatkan komunikasi antar robot, maka robot dapat mengirimkan informasi state kecepatan kepada tetangganya.
Sehingga informasi tersebut dapat digunakan untuk memantau koordinat relatif terhadap tetangganya.
Akan tetapi state kecepatan tersebut membutuhkan nilai inisialisasi.
Nilai inisialisasi ini akan diperoleh menggunakan algoritma \textit{cosinus}.
Sehingga, harapanya adalah kendali multi-robot menggunakan kendali PI dapat digunakan sesuai batasan penelitian.

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@ -1,7 +1,7 @@
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@ -1,4 +0,0 @@
k1,k2,k3,k4,k5,k6
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71.71556368738935,41.40500000000003,6.900833333333331,8.386015797373604,4.835001811375442,1.02816684780421
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@ -1,3 +0,0 @@
-0,-82.81000000000003,6.900833333333335,-0,-0,-0
71.71556368738936,41.40500000000002,6.900833333333334,-0,-0,-0
-71.71556368738936,41.40500000000002,6.900833333333334,-0,-0,-0

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@ -24,7 +24,6 @@ teria yang diinginkan.
\caption{State-feedback Sistem}
\label{fig:state-feedback}
\end{figure}
\todo{ Ganti notasi K untuk friction ke $k$}
Pada persamaan~\eqref{eq:ss1} diketahui bahwa state memiliki dimensi $6 \times 1$. Dimensi
tersebut tidak menunjukan sistem memiliki orde 6. Apabila diperhatikan orde
dari sistem adalah orde 2. Dengan membaginya kedalam 3 persamaan state-space
@ -35,17 +34,17 @@ akan lebih mudah dalam analisis parameter kendalinya. Berikut adalah persamaan
\begin{bmatrix}0 & A_{14} \\ 0 & A_{44} \end{bmatrix}
\begin{bmatrix}{x}_p \\ \dot{x}_r\end{bmatrix} +
\begin{bmatrix}0 & 0& 0 \\ B_{11} & B_{12} & B_{13} \end{bmatrix}
\begin{bmatrix}u_1 \\ u_2 \\ u_3 \end{bmatrix} + K_{44}sgn(\dot{x}_r) \label{eq:ssx} \\
\begin{bmatrix}u_1 \\ u_2 \\ u_3 \end{bmatrix} + k_{44}sgn(\dot{x}_r) \label{eq:ssx} \\
\begin{bmatrix}\dot{y}_p \\ \ddot{y}_r \end{bmatrix} & =
\begin{bmatrix}0 & A_{25} \\ 0 & A_{55} \end{bmatrix}
\begin{bmatrix}{y}_p \\ \dot{y}_r\end{bmatrix} +
\begin{bmatrix}0 & 0& 0 \\ B_{21} & B_{22} & B_{23} \end{bmatrix}
\begin{bmatrix}u_1 \\ u_2 \\ u_3 \end{bmatrix} + K_{55}sgn(\dot{y}_r)\label{eq:ssy} \\
\begin{bmatrix}u_1 \\ u_2 \\ u_3 \end{bmatrix} + k_{55}sgn(\dot{y}_r)\label{eq:ssy} \\
\begin{bmatrix}\dot{\theta}_p \\ \ddot{\theta}_r\end{bmatrix} & =
\begin{bmatrix}0 & A_{34} \\ 0 & A_{66} \end{bmatrix}
\begin{bmatrix}{\theta}_p \\ \dot{\theta}_r\end{bmatrix} +
\begin{bmatrix}0 & 0& 0 \\ B_{31} & B_{32} & B_{33} \end{bmatrix}
\begin{bmatrix}u_1 \\ u_2 \\ u_3 \end{bmatrix} + K_{66}sgn(\dot{\theta}_r) \label{eq:ssthe}
\begin{bmatrix}u_1 \\ u_2 \\ u_3 \end{bmatrix} + k_{66}sgn(\dot{\theta}_r) \label{eq:ssthe}
\end{align}
State feedback membutuhkan kembalian nilai state dari sistem dan mengka-
@ -72,172 +71,59 @@ sistem robot juga observable. Karena pengukuran pada setiap \textit{state} dapat
maka \textit{observer} tidak dibutuhkan dalam desain kendali robot.
\subsubsection{Desain Kendali}
Kriteria didefinisi menggunakan analisis sistem orde dua pada domain waktu.
Berikut adalah transfer fungsi tertutup dari sistem orde dua (\kutip{Richard2010}).
\begin{align}
Y(s) = \frac{\omega_n^2}{s^2+2\zeta\omega_n s+\omega_n^2} R(s)
\label{eq:Gref}
\end{align}
Dengan input $R(s) = 1/s$ sebagai unit step, maka didapat persamaan keluaran sistem dalam domain waktu.
\begin{align}
y(t) = 1 - \frac{1}{\beta}e^{-\zeta\omega_n t}sin(\omega_n\beta t + \theta)
\end{align}
dimana $\beta = \sqrt{1-\zeta^2}$, $\theta = \cos^{-1}\zeta$, dan $0<\zeta<1$.
Dari persamaan domain waktu tersebut didapat 4 kriteria dalam sistem,
yaitu \textit{satling time} ($T_s$), Prosentase \textit{overshoot} ($P.O$),
\textit{peek time} ($T_p$), dan \textit{Transient Time} ($T_{r1}$).
Dari keempat kriteria tersebut, merupakan fungsi dari $\zeta$ dan $\omega_n$.
Berikut adalah rumus dari keempat kriteria tersebut.
\begin{itemize}
\item $T_s$ adalah rumus pendekatan untuk mengetahui waktu respon sistem
mulai dari kondisi inisial sampai sistem mencapai 2\% dari set poin yang terakhir.
\begin{align}
T_s = \frac{4}{\zeta \omega_n}
\end{align}
\item $P.O$ adalah prosentase \textit{overshoot} dari sistem.
Arti dari \textit{overshoot} pada sistem adalah respon sistem yang melebihi dari nilai set poin.
\begin{align}
P.O. = 100e^{-\zeta \pi/\sqrt{1-\zeta^2}}
\end{align}
\item $T_p$ adalah waktu dimana respon sistem mengalami \textit{overshoot} dimulai dari kondisi inisial.
\begin{align}
T_p = \frac{\pi}{\omega_n \sqrt{1-\zeta^2}}
\end{align}
\item $T_{r1}$ adalah pendekatan nilai waktu respon sistem dimulai dari respon 10\% menuju ke 90\% set poin.
Akurasi dari rumus ini adalah $0.3 \leq \zeta \leq 0.8$.
\begin{align}
T_{r1} = \frac{2.16\zeta + 0.6}{\omega_n}
\end{align}
\end{itemize}
Apabila menggunakan $\zeta = 0.9$ dan $\omega_n = 9.1$, akan diperoleh kriteria $T_s= 0.48$, $T_p=14.75$, $P.O.=0.15$, dan $T_{r1}=0.27$. Grafik step response dapat diperhatiakn pada gamabar~\ref{fig:stepResGref}.
\begin{figure}
\begin{center}
\begin{subfigure}[t]{.4\textwidth}
\begin{tikzpicture}
%%https://www.latex-tutorial.com/tutorials/pgfplots/
\begin{axis}[
width=\linewidth, % Scale the plot to \linewidth
grid=major, % Display a grid
grid style={dashed,gray!30}, % Set the style
xlabel=$s$, % Set the labels
ylabel=Response,
no marks
]
\addplot
table[x=column 2,y=column 1,col sep=comma] {BAB4/Gref.csv};
\end{axis}
\end{tikzpicture}
\caption{}
\label{fig:stepResGref}
\end{subfigure}
\begin{subfigure}[t]{.4\textwidth}
\begin{tikzpicture}
\begin{axis}[
width=\linewidth, % Scale the plot to \linewidth
grid=major, % Display a grid
grid style={dashed,gray!30}, % Set the style
xlabel=Re, % Set the labels
ylabel=Im,
legend pos=south east,
only marks
]
\addplot
table[x=real,y=imag,col sep=comma] {BAB4/poleGref.csv};
\end{axis}
\end{tikzpicture}
\caption{}
\label{fig:poleSystem}
\end{subfigure}
\caption{(a) Step Respon dari persamaan~\eqref{eq:Gref} dengan parameter $\zeta = 0.9$ dan $\omega_n = 9.1$ \\
(b) Pole sistem adalah -8.19+3.96j dan -8.19+3.96j }
\end{center}
\end{figure}
Untuk mendesain parameter K pada \textit{state feedback},
diasumsikan bahwa \textit{state} pada sistem dapat diperoleh dari sensor, $x(t)$ untuk semua $t$.
Persamaan rumus masukan ke sistem menjadi
\begin{align}
u(t) = -K_s x(t)
\end{align}
sehingga persamaan \textit{state space} menjadi berikut.
\begin{align}
\dot{x}(t) = (A-BK_s)x(t)
\end{align}
Dapat diperhatikan bahwa $(A-BK_s)$ merupakan matriks karakteristik dari sistem.
Sehingga dengan mengatur besaran $K_s$ dapat menjadikan sistem sesuai dengan kriterianya.
\begin{align}
\det[\lambda I-(A-BK_s)]=0
\label{eq:eigen}
\end{align}
Perhatikan persamaan~\eqref{eq:ssx}, matriks pada persamaan tersebut akan diterapkan pada
persamaan~\eqref{eq:eigen}.
Berdasarkan \kutip{Richard2010}, bahwa kendali optimal berdasarkan indeks kinerja sistem. Indeks tersebut adalah hasil dari meminimalisasi pada integral kuadrat error atau \textit{integration square error} (ISE).
Kendali optimal dilakukan oleh komputer untuk mengkalkulasi minimal indeks tersebut.
Apabila sebuah sistem \textit{state space}
\begin{align*}
0 & =\det \Big[
\begin{bmatrix}\lambda & 0\\ 0 & \lambda \end{bmatrix} -
\Big(
\begin{bmatrix}0 & A_{14} \\ 0 & A_{44} \end{bmatrix} -
\begin{bmatrix}0 & 0& 0 \\ B_{11} & B_{12} & B_{13} \end{bmatrix}
\begin{bmatrix}k_{11} & k_{12} \\ k_{21} & k_{22} \\ k_{31} & k_{32} \end{bmatrix}
\Big)
\Big] \\
0 & = \det \Big[
\begin{bmatrix}\lambda & 0\\ 0 & \lambda \end{bmatrix} -
\Big(
\begin{bmatrix}0 & A_{14} \\ -B_{11}k_{11}-B_{12}k_{21}-B_{13}k_{31} &
A_{44}- B_{11}k_{12}-B_{12}k_{22}-B_{13}k_{32}\end{bmatrix}
\Big)
\Big] \\
0 & = \det \Big[
\begin{bmatrix}\lambda & 0\\ 0 & \lambda \end{bmatrix} -
\begin{bmatrix}0 & A_{14} \\ Z_{21}& Z_{22}\end{bmatrix}
\Big]
= \det \Big[ \begin{bmatrix}\lambda & -A_{14}\\ -Z_{21} & \lambda-Z_{22} \end{bmatrix}\Big]
\dot{x} & = Ax + Bu \\
u & = -K_sx
\end{align*}
Hasil dari diterminan sebagai berikut.
maka indeks kinerja
\begin{align}
0 & = \lambda^2 -Z_{22} \lambda + Z_{21}A_{14}
J & = \int_0^{\infty} (x^T Q x + u^TRu ) dt
\end{align}
Dimana
\begin{align*}
Z_{21} &= B_{11}k_{11} +B_{12}k_{21} +B_{13}k_{31} \\
Z_{22} &= A_{44}- B_{11}k_{12}-B_{12}k_{22}-B_{13}k_{32}
dimana $Q$ adalah matriks diagonal $n \times n$, $R$ adalah matriks diagonal $m \times m$ dan keduanya adalah matriks pembobot terhadap state sistem dan input.
Ketika indeks terminimalisasi, maka
\begin{align}
K_s = R^{-1}B^TP
\end{align}
dengan matriks P $n \times n$ ditentukan dari solusi persamaan \textit{Riccati}.
\begin{align}
A^TP+PA-PBR^{-1}B^TP+Q=0
\end{align}
% here is it KST from octave
% 0.00000 -21.08185 3.33333 0.00000 -3.74993 0.99738
% 18.25742 10.54093 3.33333 3.25168 1.87496 0.99738
% -18.25742 10.54093 3.33333 -3.25168 1.87496 0.99738
Kalkulasi konstanta $K_s$ akan dikalkulasi menggunakan persamaan-\eqref{eq:ssx}~\eqref{eq:ssthe}.
Sehingga konstanta $K_s$ akan terbagi dalam sub matriks $K_{sx}, K_{sy},$ dan $K_{s\theta}$.
Berikut adalah hasil kalkulasi.
\begin{align*}
K_{s}^{x} & = \begin{bmatrix}
0.00000 & 0.00000 \\
18.25742 & 3.25168 \\
-18.25742 & -3.25168 \\
\end{bmatrix} = \begin{bmatrix} K_{s}^{x1} & K_{s}^{x2} \end{bmatrix} \\
K_{s}^{y} & = \begin{bmatrix}
-21.08185 & -3.74993 \\
10.54093 & 1.87496 \\
10.54093 & 1.87496 \\
\end{bmatrix} = \begin{bmatrix} K_{s}^{y1} & K_{s}^{y2} \end{bmatrix} \\
K_{s}^{\theta} & = \begin{bmatrix}
3.33333 & 0.99738 \\
3.33333 & 0.99738 \\
3.33333 & 0.99738 \\
\end{bmatrix} = \begin{bmatrix} K_{s}^{\theta 1} & K_{s}^{\theta 2} \end{bmatrix}
\end{align*}
Dengan asumsi persamaan orde dua mengunakan parameter $\zeta~=~0.9$ dan $\omega_n~=~9.1$
(hasil analisa pada gambar~\ref{fig:stepResGref}) sebagai berikut.
Apabila diintegrasi terhadap persamaan~\eqref{eq:ss1} terhadap diagram~\ref{fig:state-feedback}
\begin{align}
\triangle \lambda &= \lambda^2+2\zeta\omega_n \lambda +\omega_n^2 \\
&= \lambda^2+16.38 \lambda + 82.81
\end{align}
Sehingga akan diperoleh besaran $Z_{21}$ dan $Z_{22}$
% Untuk mendapatkan konstanta $K_s$, digunakan aplikasi Matlab/Octave dengan fungsi yang bernama
% $place()$.
% Fungsi tersebut akan mengatur nilai $K_s$ dengan kriteria pole(perhatikan pada gambar \ref{fig:poleSystem}) yang diinginkan.
% Berikut adalah hasil kalkulasi dari fungsi $place()$ menggunakan matriks pada persamaan~\eqref{eq:ssx},\eqref{eq:ssy}, dan \eqref{eq:ssthe}.
\begin{align}
K_s^{x} & =
\begin{bmatrix}
-0.00000 & -0.00000 \\
71.71556 & 8.38602 \\
-71.71556 & -8.38602
\end{bmatrix};
K_s^{y}=
\begin{bmatrix}
-82.81000 & -9.67000 & \\
41.40500 & 4.83500 & \\
41.40500 & 4.83500 &
\end{bmatrix}; \nonumber \\
K_s^{\theta} & =
\begin{bmatrix}
6.90083 & 1.02817 \\
6.90083 & 1.02817 \\
6.90083 & 1.02817
K_s = \begin{bmatrix}
K_{s}^{x1} & K_{s}^{y1} & K_{s}^{\theta 1} &
K_{s}^{x2} & K_{s}^{y2} & K_{s}^{\theta 2}
\end{bmatrix}
\end{align}
Setelah mendapatkan konstanta $K_s$, sistem sudah dalam keadaan stabil.
Akan tetapi sistem tidak mencapai set poin yang diinginkan.
Maka permasalahan tersebut dapat diselesaikan dengan \textit{input refrence}.
@ -262,24 +148,58 @@ Sehingga dapat diperoleh persamaan $N$.
\end{align}
Berikut adalah hasil kalkulasi dari rumus $N$ menggunakan matriks pada persamaan~\eqref{eq:ssx},\eqref{eq:ssy}, dan \eqref{eq:ssthe}.
% 0.00000 -21.08185 3.33333 0.00000 0.00000 0.00000
% 18.25742 10.54093 3.33333 0.00000 0.00000 0.00000
% -18.25742 10.54093 3.33333 0.00000 0.00000 0.00000
\begin{align*}
N^x & = \begin{bmatrix}
0.00000 & 0.00000 \\
18.25742 & 0.00000 \\
-18.25742 & 0.00000
\end{bmatrix} = \begin{bmatrix}N^{x1} & N^{x2}\end{bmatrix}\\
N^y & = \begin{bmatrix}
-21.08185& 0.00000 \\
10.54093 & 0.00000 \\
10.54093 & 0.00000
\end{bmatrix} = \begin{bmatrix}N^{y1} & N^{y2}\end{bmatrix}\\
N^\theta & = \begin{bmatrix}
3.33333 & 0.00000 \\
3.33333 & 0.00000 \\
3.33333 & 0.00000
\end{bmatrix} = \begin{bmatrix}N^{\theta 1} & N^{\theta 2}\end{bmatrix}\\
\end{align*}
Apabila diintegrasi terhadap persamaan~\eqref{eq:ss1} terhadap diagram~\ref{fig:state-feedback}
\begin{align}
N^x & = \begin{bmatrix}
-0.00000 & -0.00000 \\
71.71556 & -0.00000 \\
-71.71556 & -0.00000
\end{bmatrix};
N^y = \begin{bmatrix}
-82.81000 & -0.00000 \\
41.40500 & -0.00000 \\
41.40500 & -0.00000
\end{bmatrix} \nonumber \\
N^\theta & = \begin{bmatrix}
6.90083 & -0.00000 \\
6.90083 & -0.00000 \\
6.90083 & -0.00000
\end{bmatrix}
N = \begin{bmatrix}
N^{x1} & N^{y1} & N^{\theta 1} &
N^{x2} & N^{y2} & N^{\theta 2}
\end{bmatrix}
\end{align}
\begin{figure}
\begin{center}
\begin{subfigure}[t]{.3\linewidth}
\dataGraph{t}{x}{t}{x}{BAB4/data_response.csv}
\end{subfigure}
\begin{subfigure}[t]{.3\linewidth}
\dataGraph{t}{y}{t}{y}{BAB4/data_response.csv}
\end{subfigure}
\begin{subfigure}[t]{.3\linewidth}
\dataGraph{t}{theta}{t}{$\theta$}{BAB4/data_response.csv}
\end{subfigure}
\begin{subfigure}[t]{.3\linewidth}
\dataGraph{t}{dx}{t}{$\dot{x}$}{BAB4/data_response.csv}
\end{subfigure}
\begin{subfigure}[t]{.3\linewidth}
\dataGraph{t}{dy}{t}{$\dot{y}$}{BAB4/data_response.csv}
\end{subfigure}
\begin{subfigure}[t]{.3\linewidth}
\dataGraph{t}{dtheta}{t}{$\dot{\theta}$}{BAB4/data_response.csv}
\end{subfigure}
\captionsetup{singlelinecheck=off}
\caption[.]{\centering Grafik state terhadap t dengan state refrensi $ r = \begin{bmatrix}6 & -3 & -90 &0 &0 &0\end{bmatrix} $ }
\end{center}
\end{figure}
\subsection{Kendali Formasi Multi Robot}
Pada sub bab~\ref{subbab:KendaliFormasi} dijabarkan bagaimana kendali formasi menggunakan
@ -387,86 +307,6 @@ Sedangkan komunikasi dengan PC akan mempresentasikan aktuator dan sensor untuk s
kendali. PC akan merekam setiap keluaran dari model dan masukan dari setiap prangkat kendali
sebagai tampilan pergerakan robotnya.
\subsection{Kestabilan Model}
\todo{
Untuk proposal, kestabilan model tidak perlu dimasukkan
masukkan kestabilan ini pada laporan thesis saja.
}
Pada persamaan~\eqref{eq:disstab} apabila model dikalkulasi akan bergantung dengan besarnya \textit{step size}, $h$.
Oleh karena itu, setelah persamaan~\eqref{eq:ss1}-\eqref{eq:ss2} dilakukan parameterisasi harus dilakukan penentuan \textit{step size} agar model tersebut stabil dalam mensimulasikan modelnya.
Penentuan \textit{step size} harus berdasarkan kriteria kestabilan pada gamabar~\ref{fig:explicit_euler}.
Apabila didefinisi ulang \textit{state} pada persamaan~\eqref{eq:ss1}-\eqref{eq:ss2} dengan
$x(t) = \begin{bmatrix}\dot{x}_r & \dot{y}_r & \dot{\theta}_r \end{bmatrix}^T$,
maka akan lebih mudah untuk menghitung kestabilan dari matriks $A \in \mathbb{R}^{3 \times 3}$.
Dengan menggunakan parameter dari penelitian oleh \kutip{CORREIA20127}, maka akan diperoleh matriks $A, B, K,$ dan $C$.
\begin{align*}
A & = \begin{bmatrix}
-6.69666 & 0.00000 & 0.00000 \\
0.00000 & -6.71000 & 0.00000 \\
0.00000 & 0.00000 & -4.04200 \\
\end{bmatrix} ; \quad
B = \begin{bmatrix}
0.00000 & 0.57735 & -0.57735 \\
-0.66667 & 0.33333 & 0.33333 \\
4.00000 & 4.00000 & 4.00000 \\
\end{bmatrix} ; \\
K & = \begin{bmatrix}
-1.46667 & 0.00000 & 0.00000 \\
0.00000 & -1.00000 & 0.00000 \\
0.00000 & 0.00000 & -0.06600 \\
\end{bmatrix}; \quad
C = \begin{bmatrix}
1 & 0 & 0 \\
0 & 1 & 0 \\
0 & 0 & 1
\end{bmatrix}.
\end{align*}
Dengan menggunakan pendekatan pada persamaan~\eqref{eq:desdotode1} untuk persamaan~\eqref{eq:ss1} maka diperoleh bentuk diskretnya
\begin{align}
x[k+1] & = (I + Ah)x[k] + Bhu[k] + Khsgn(x[k]) \\
\end{align}
Pengali $sgn(.)$ bersifat penambah dari sistem, maka dalam penentuan kestabilan ini akan dianggap penambah dari matriks sistem.
\begin{align}
x[k+1] & = (I + (A+K)h)x[k] + Bhu[k] \\
\end{align}
Kriteria kestabilan akan bergantung dari hasil penentuan $h$ pada $I+(A+K)h~=~\Lambda$.
Untuk semua nilai $\lambda$ pada matriks $\Lambda$ harus memenuhi kriteris $\lambda \leq 1$.
Dimungkinkan akan mengalami kebingungan ketika menentukan besar $h$,
akan tetapi nantinya persamaan ini akan diterapkan dan diselesaikan oleh komputer.
Alangkah baiknya apabila diidentifikasi terlebih dahulu konsumsi waktu yang dibutuhkan untuk menyelesaikan
satu iterasi dari persamaan tersebut.
Setelah dilakukan identifikasi, waktu yang dibutuhkan untuk satu kali iterasi berkisar $0.001$ ms (Pembulatan).
Sehingga penentuan \textit{step size} sebesar $0.1$ ms sangat dimungkinkan, dengan pertimbangan
sisa dari waktu yang digunakan kalkulasi dapat digunakan untuk waktu \textit{idle} dan menjalankan program yang lain. Berikut adalah matriks $\Lambda$ setelah dikalkulasi menggunakan $h=0.1$
\begin{align*}
\Lambda = \begin{bmatrix}
0.18367 & 0.00000 & 0.00000 \\
0.00000 & 0.22900 & 0.00000 \\
0.00000 & 0.00000 & 0.58920 \\
\end{bmatrix}.
\end{align*}
Terbukti bahwa semua nilai item didalam matriks kurang dari sama dengan satu.
Sehingga menggunakan algoritma \textit{Expilicit Euler} sudah cukup untuk menjalankan model robot \textit{omni 3-wheel} sebagai model \textit{holonomic} yang akan digunakan untuk percobaan kendali multi robot.
Hasil plot dari simulasi model dapat dilihat pada gambar~\ref{fig:sim_model}.
\begin{figure}
\centering
\begin{subfigure}[t]{.6\textwidth}
\includegraphics[scale=.4]{BAB3/img/speedRobot_-6_3_3.png}
\caption{}
\end{subfigure}
\begin{subfigure}[t]{.6\textwidth}
\includegraphics[scale=.4]{BAB3/img/speedRobot_0_6_-6.png}
\caption{}
\end{subfigure}
\begin{subfigure}[t]{.6\textwidth}
\includegraphics[scale=.4]{BAB3/img/speedRobot_6_6_6.png}
\caption{}
\end{subfigure}
\caption{(a)$w_1=-6; w_2=3; w_3=3$. (b) $w_1=0; w_2=6; w_3=-6$ (c) $w_1=6; w_2=6; w_3=6$}
\label{fig:sim_model}
\end{figure}
\todo{
Tambahkan subsection mengenai
\begin{itemize}

202
BAB4/data_response.csv Normal file
View File

@ -0,0 +1,202 @@
t,x,y,theta,dx,dy,dtheta,u1,u2,u3
0,0,0,0,0,0,0,-6,-6,-6
0.1,0,0,0,0,0,-7.200000000000001,-6,-6,-6
0.2,0,0,-0.7200000000000002,0,0,-11.48316156502838,-6,-6,-6
0.3,0,0,-1.868316156502838,0,0,-14.03507015648193,-6,-6,-6
0.4,0,0,-3.271823172151031,0,0,-15.55549784996569,-6,-6,-6
0.5,0,0,-4.827372957147601,0,0,-16.46136900023117,-6,-6,-6
0.6,0,0,-6.473509857170717,0,0,-17.00108722846407,-6,-6,-6
0.7,0,0,-8.173618580017125,0,0,-17.32265146616112,-6,-6,-6
0.7999999999999999,0,0,-9.905883726633236,0,0,-17.51423950887784,-6,-6,-6
0.8999999999999999,0,0,-11.65730767752102,0,0,-17.62838770637301,-6,-6,-6
0.9999999999999999,0,0,-13.42014644815832,0,0,-17.69639722725246,-6,-6,-6
1.1,0,0,-15.18978617088357,0,0,-17.73691731457533,-6,-6,-6
1.2,0,0,-16.9634779023411,0,0,-17.76105919140995,-6,-6,-6
1.3,0,0,-18.7395838214821,0,0,-17.77544292687561,-6,-6,-6
1.4,0,0,-20.51712811416966,0,0,-17.78401275959258,-6,-6,-6
1.5,0,0,-22.29552939012892,0,0,-17.78911866778813,-6,-6,-6
1.6,0,0,-24.07444125690773,0,0,-17.79216076900088,-6,-6,-6
1.7,0,0,-25.85365733380782,0,0,-17.79397325356469,-6,-6,-6
1.8,0,0,-27.63305465916429,0,0,-17.79505313226177,-6,-6,-6
1.900000000000001,0,0,-29.41255997239047,0,0,-17.79569652422423,-6,-6,-6
2,0,0,-31.19212962481289,0,0,-17.7960798572953,-6,-6,-6
2.100000000000001,0,0,-32.97173761054242,0,0,-17.79630824722238,-6,-6,-6
2.200000000000001,0,0,-34.75136843526466,0,0,-17.79644432199057,-6,-6,-6
2.300000000000001,0,0,-36.53101286746372,0,0,-17.79652539536704,-6,-6,-6
2.400000000000001,0,0,-38.31066540700042,0,0,-17.79657369890236,-6,-6,-6
2.500000000000001,0,0,-40.09032277689066,0,0,-17.7966024781592,-6,-6,-6
2.600000000000001,0,0,-41.86998302470658,0,0,-17.79661962484669,-6,-6,-6
2.700000000000001,0,0,-43.64964498719124,0,0,-17.79662984084682,-6,-6,-6
2.800000000000001,0,0,-45.42930797127593,0,0,-17.79663592754192,-6,-6,-6
2.900000000000001,0,0,-47.20897156403012,0,0,-17.79663955399618,-6,-6,-6
3.000000000000001,0,0,-48.98863551942974,0,0,-17.79664171463842,-6,-6,-6
3.100000000000001,0,0,-50.76829969089358,0,0,-17.79664300194953,-6,-6,-6
3.200000000000002,0,0,-52.54796399108853,0,0,-17.79664376892978,-6,-6,-6
3.300000000000002,0,0,-54.3276283679815,0,0,-17.79664422589677,-6,-6,-6
3.400000000000002,0,0,-56.10729279057118,0,0,-17.7966444981578,-6,-6,-6
3.500000000000002,0,0,-57.88695724038696,0,0,-17.79664466037099,-6,-6,-6
3.600000000000002,0,0,-59.66662170642406,0,0,-17.79664475701764,-6,-5.439518511540825,-6
3.700000000000002,0,0,-61.44628618212582,0.03235941382377067,0.01868271628197249,-17.57245221921606,-6,0.1288396765704363,-6
3.800000000000002,0.003235941382377067,0.001868271628197249,-63.20353140404743,0.2178714617982618,0.1104412763107329,-15.21153498121775,-6,2.777551370504568,-6
3.900000000000002,0.02502308756220325,0.01291239925927054,-64.7246849021692,0.4320757831354202,0.2289202655998398,-12.74541530006381,-6,3.955547003829054,-6
4.000000000000002,0.06823066587574528,0.03580442581925451,-65.99922643217559,0.570846297818427,0.3071664171087584,-10.80490240465426,-4.073762954202039,4.640483844719824,-6
4.100000000000001,0.125315295657588,0.06652106753013035,-67.07971667264101,0.6562317217217651,0.2273248542783189,-8.604274845094073,-2.318825785567043,4.553311799447982,-6
4.200000000000001,0.1909384678297645,0.08925355295796224,-67.94014415715041,0.6794045239704957,0.08115540509776736,-6.626034417423328,-1.492672241842257,4.209327809288538,-6
4.300000000000001,0.258878920226814,0.09736909346773898,-68.60274759889275,0.6671993564433742,-0.03347743255648465,-5.254530519190626,-0.9106779314377604,3.978753141179709,-6
4.4,0.3255988558711514,0.09402135021209052,-69.12820065081181,0.6498553436785263,0.0823228793627177,-4.296820341588298,0.2492977753005903,3.431493189920275,-6
4.5,0.3905843902390041,0.1022536381483623,-69.55788268497064,0.6125299638276007,-0.1751524882221678,-3.481130107408541,0.07605685200238099,3.381096727007133,-6
4.6,0.4518373866217642,0.08473838932614551,-69.9059956957115,0.5972904920185457,-0.04999246464506385,-3.084596643066232,0.9410261872838817,3.027167843893864,-6
4.699999999999999,0.5115664358236187,0.07973914286163912,-70.21445536001812,0.5718222873827973,-0.07827702333504719,-2.643925737951274,1.318250597174625,2.713895885305419,-6
4.799999999999999,0.5687486645618984,0.0719114405281344,-70.47884793381324,0.545322516262899,-0.1231733460031737,-2.355792936376408,1.578801102814623,2.516685664895618,-6
4.899999999999999,0.6232809161881884,0.05959410592781703,-70.71442722745088,0.5251828115520312,-0.1618879601487998,-2.158787236476023,1.762726829425958,2.377754751061246,-6
4.999999999999998,0.6757991973433914,0.04340530991293706,-70.93030595109849,0.5105088084163244,-0.1915178277966191,-2.023413272542434,1.894903769626779,2.277397935804004,-6
5.099999999999998,0.7268500781850239,0.02425352713327515,-71.13264727835274,0.4998673873007586,-0.213423088175544,-1.930029385427802,1.990337554253045,2.204224070297528,-6
5.199999999999998,0.7768368169150998,0.002911218315720745,-71.32565021689551,0.4921274722423473,-0.2294313079345741,-1.865487277538594,2.059342696238247,2.150715611769641,-6
5.299999999999997,0.8260495641393345,-0.02003191247773667,-71.51219894464937,0.4864814052039073,-0.2410819761179505,-1.82083440224608,2.109263119299129,2.111556699575772,-6
5.399999999999997,0.8746977046597252,-0.04414011008953171,-71.69428238487397,0.4823554781638162,-0.2495483754482159,-1.78992560509402,2.145386318898659,2.082897312364594,-6
5.499999999999996,0.9229332524761068,-0.06909494763435331,-71.87327494538337,0.4793378949447339,-0.2556973501087135,-1.768524612076989,2.171530908472647,2.061926067770173,-6
5.599999999999996,0.9708670419705802,-0.09466468264522467,-72.05012740659107,0.4771303101569855,-0.2601623791243841,-1.753704557793788,2.190457021414403,2.04658458068576,-6
5.699999999999996,1.018580072986279,-0.1206809205576631,-72.22549786237045,0.475515329345884,-0.263404499053706,-1.743440915887557,2.204160299166176,2.035364716417121,-6
5.799999999999995,1.066131605920867,-0.1470213704630337,-72.3998419539592,0.4743340676006392,-0.2657587050107316,-1.736332470415614,2.214083913723726,2.027161479428372,-6
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15.19999999999996,5.495916269863971,-2.701588985885716,-88.57600060242305,0.4711272285824433,-0.2720054322446248,-1.720313403663266,2.240196878432982,2.00492736200539,-6
15.29999999999996,5.543028992722215,-2.728789529110178,-88.74803194278938,0.4711272285824464,-0.2720054322446259,-1.720313403663239,2.240196878432926,2.004927362005333,-6
15.39999999999996,5.59014171558046,-2.755990072334641,-88.9200632831557,0.4711272285824442,-0.2720054322446244,-1.720313403663268,2.240196878432954,2.004927362005361,-6
15.49999999999996,5.637254438438704,-2.783190615559103,-89.09209462352203,0.471127228582445,-0.2720054322446248,-1.720313403663263,2.240196878432982,2.00492736200539,-6
15.59999999999996,5.684367161296949,-2.810391158783565,-89.26412596388836,0.4711272285824469,-0.2720054322446259,-1.720313403663237,2.240196878432954,2.004927362005361,-6
15.69999999999996,5.731479884155194,-2.837591702008028,-89.43615730425468,0.4711272285824459,-0.2720054322446254,-1.720313403663244,2.240196878432954,2.004927362005333,-4.736135544421643
15.79999999999996,5.778592607013438,-2.86479224523249,-89.60818864462101,0.3981579802177075,-0.2298766170586809,-1.214767621431917,1.893955848266813,1.65898871525863,-3.836305370186949
15.89999999999996,5.818408405035209,-2.887779906938358,-89.7296654067642,0.3021292823254496,-0.1744704353396091,-0.830503135561766,1.638767511172148,1.404400887913283,-3.261534076599673
15.99999999999996,5.848621333267753,-2.905226950472319,-89.81271572032037,0.2225246964937034,-0.1285564434673798,-0.5755602196957549,1.465685164890544,1.232019571040439,-2.84839174525996
16.09999999999996,5.870873802917123,-2.918082594819057,-89.87027174228994,0.1624233958772837,-0.09388653327358509,-0.3965937077329987,1.33802986961183,1.105038302078071,-2.553687519343384
16.19999999999996,5.887116142504852,-2.927471248146416,-89.90993111306324,0.1182238877356172,-0.06837900200939401,-0.2739383563343258,1.245615009618604,1.013220947016322,-2.339863373340506
16.29999999999996,5.898938531278413,-2.934309148347355,-89.93732494869667,0.08597708057558767,-0.04975913128514597,-0.189023498930849,1.177903005544096,0.9460174688224186,-2.185086533312756
16.39999999999996,5.907536239335972,-2.93928506147587,-89.95622729858975,0.06250883394683596,-0.03619994140525762,-0.1304866653285993,1.128471903159522,0.8970087774933404,-2.072773543483493
16.49999999999996,5.913787122730655,-2.942905055616396,-89.96927596512261,0.04544256970422139,-0.02633341291363989,-0.09006112869827251,1.09233043341078,0.8612123990723148,-1.991307827148376
16.59999999999997,5.918331379701077,-2.94553839690776,-89.97828207799243,0.03303487736940883,-0.01915557888511432,-0.06216443792068518,1.065927861235394,0.8350882539296833,-1.932190738543341
16.69999999999997,5.921634867438017,-2.947453954796271,-89.9844985217845,0.02401479358145081,-0.01393413262893982,-0.04290743497682567,1.046639332602183,0.8160221528815725,-1.88929128733281
16.79999999999997,5.924036346796163,-2.948847368059165,-89.98878926528218,0.017457573141376,-0.01013592800476378,-0.02961617982539144,1.032552641635476,0.8021117158106961,-1.858155998146742
16.89999999999997,5.9257821041103,-2.949860960859641,-89.99175088326471,0.0126907860624581,-0.007373042839128111,-0.0204419826577186,1.022266748353019,0.7919645399671822,-1.835557216074449
16.99999999999997,5.927051182716546,-2.950598265143554,-89.99379508153049,0.009225566908744348,-0.005363272858919702,-0.01410970881254045,1.014757812395146,0.7845641473385569,-1.819152944040127
17.09999999999997,5.92797373940742,-2.951134592429446,-89.99520605241175,0.006706525304492866,-0.003901332763293464,-0.009738961300038682,1.009277150145465,0.7791679936194953,-1.80724430036787
17.19999999999997,5.92864439193787,-2.951524725705775,-89.99617994854175,0.004875308038754134,-0.002837893460456029,-0.006722137900636764,1.005277639991277,0.7752339925988281,-1.798598580783846
17.29999999999998,5.929131922741745,-2.951808515051821,-89.99685216233182,0.003544104764155842,-0.002064330248840535,-0.004639830499853513,1.002359502094379,0.7723664412598907,-1.792321305410439
17.39999999999998,5.92948633321816,-2.952014948076704,-89.9973161453818,0.002576386650445323,-0.001501627677700831,-0.003202556842817728,1.000230707771948,0.7702765774004661,-1.787763338310924
17.49999999999998,5.929743971883205,-2.952165110844474,-89.99763640106609,0.00187290405026902,-0.001092308598444322,-0.002210505318478817,0.9986779820703475,0.7687537209189372,-1.784453554663855
17.59999999999998,5.929931262288232,-2.952274341704319,-89.99785745159794,0.001361507435242326,-0.0007945631874581444,-0.001525760219064456,0.9975456010263599,0.7676441944169596,-1.782049993849228
17.69999999999998,5.930067413031756,-2.952353798023065,-89.99801002761984,0.0009897477106860508,-0.0005779782926904342,-0.00105312763252865,0.9967198847877228,0.7668359223513619,-1.780304427398335
17.79999999999998,5.930166387802824,-2.952411595852333,-89.99811534038309,0.0007194970114987043,-0.0004204308884295516,-0.0007269017760736466,0.9961178622458817,0.7662471846529968,-1.779036652410923
17.89999999999998,5.930238337503974,-2.952453638941176,-89.9981880305607,0.0005230382894066687,-0.0003058283229279424,-0.0005017304410056076,0.9956789865784685,0.7658184056179209,-1.778115839711973
17.99999999999999,5.930290641332915,-2.952484221773469,-89.9982382036048,0.0003802226386099006,-0.0002224645374035578,-0.0003463101120430492,0.995359082327866,0.7655061606066056,-1.777446999130632
18.09999999999999,5.930328663596776,-2.95250646822721,-89.998272834616,0.0002764028137896557,-0.0001618243527244101,-0.0002390341184950002,0.9951259239410319,0.7652788025078223,-1.776961157143944
18.19999999999999,5.930356303878155,-2.952522650662482,-89.99829673802785,0.0002009310012461019,-0.000117713687944096,-0.0001649888577929604,0.9949560067975085,0.7651132709380875,-1.776608227974123
18.29999999999999,5.930376396978279,-2.952534422031276,-89.99831323691363,0.0001460667737396282,-8.56268670134247e-05,-0.0001138804927464905,0.9948321896106336,0.7649927648170944,-1.776351839105814
18.39999999999999,5.930391003655654,-2.952542984717978,-89.9983246249629,0.0001061832283577591,-6.228638726744895e-05,-7.860389356632944e-05,0.9947419734058371,0.7649050450442019,-1.776165575099412
18.49999999999999,5.93040162197849,-2.952549213356704,-89.99833248535226,7.718988854488185e-05,-4.53081395385968e-05,-5.425487662189758e-05,0.9946762454331406,0.7648411969218785,-1.776030250737278
18.59999999999999,5.930409340967344,-2.952553744170658,-89.99833791083992,5.611318270479226e-05,-3.295788371159014e-05,-3.744842018819222e-05,0.9946283625780268,0.7647947279564562,-1.775931931282685
18.7,5.930414952285615,-2.952557039959029,-89.99834165568194,4.079147324623222e-05,-2.397410509033526e-05,-2.584807616877894e-05,0.9945934826254756,0.7647609102613444,-1.775860495048562
18.8,5.930419031432939,-2.952559437369538,-89.99834424048956,2.965335790003354e-05,-1.743915719888689e-05,-1.784115409657165e-05,0.9945680764309657,0.7647363013201414,-1.775808589655185
18.9,5.93042199676873,-2.952561181285258,-89.99834602460497,2.155650592894354e-05,-1.268552893535224e-05,-1.231452511992349e-05,0.9945495721189275,0.7647183947896963,-1.775770874096679
19,5.930424152419323,-2.952562449838152,-89.99834725605749,1.567050009168569e-05,-9.227661776620155e-06,-8.499871965474137e-06,0.9945360956067191,0.7647053660870711,-1.775743468326652
19.1,5.930425719469332,-2.952563372604329,-89.99834810604469,1.139166866406804e-05,-6.71235250142288e-06,-5.866878709602681e-06,0.994526281408497,0.7646958870640219,-1.775723553513501
19.2,5.930426858636198,-2.952564043839579,-89.99834869273256,8.281172541396709e-06,-4.882675287115612e-06,-4.049504003247016e-06,0.9945191346951674,0.7646889910184314,-1.77570908171225
19.3,5.930427686753452,-2.952564532107108,-89.99834909768296,6.019997649431286e-06,-3.551738076784661e-06,-2.795094825945588e-06,0.9945139307406237,0.7646839743877081,-1.775698564988659
19.40000000000001,5.930428288753217,-2.952564887280916,-89.99834937719244,4.376236761499674e-06,-2.58359252056084e-06,-1.929262235677957e-06,0.9945101416280977,0.7646803251606684,-1.775690922245246
19.50000000000001,5.930428726376893,-2.952565145640168,-89.99834957011866,3.181304934624096e-06,-1.87934756766539e-06,-1.331637451544056e-06,0.9945073828319835,0.7646776707532865,-1.775685367955646
19.60000000000001,5.930429044507386,-2.952565333574924,-89.99834970328241,2.312649347024909e-06,-1.367068241456271e-06,-9.191380334677354e-07,0.9945053742897016,0.7646757400597153,-1.775681331337523
19.70000000000001,5.930429275772321,-2.952565470281749,-89.99834979519622,1.681180235274526e-06,-9.94427853714952e-07,-6.344178826158883e-07,0.9945039120360377,0.7646743358262711,-1.775678397634351
19.80000000000001,5.930429443890344,-2.952565569724534,-89.99834985863801,1.222133822642579e-06,-7.233631293124265e-07,-4.378951294304809e-07,0.9945028475355855,0.764673314542506,-1.775676265455502
19.90000000000001,5.930429566103727,-2.952565642060847,-89.99834990242752,8.884300757294739e-07,-5.261862038308251e-07,-3.022489774443318e-07,0.994502072625437,0.7646725718044252,-1.775674715784191
20.00000000000001,5.930429654946734,-2.952565694679468,-89.99834993265242,6.458441658696579e-07,-3.827564730302102e-07,-2.086217381538219e-07,0.994501508546108,0.7646720316622577,-1.775673589459473
1 t x y theta dx dy dtheta u1 u2 u3
2 0 0 0 0 0 0 0 -6 -6 -6
3 0.1 0 0 0 0 0 -7.200000000000001 -6 -6 -6
4 0.2 0 0 -0.7200000000000002 0 0 -11.48316156502838 -6 -6 -6
5 0.3 0 0 -1.868316156502838 0 0 -14.03507015648193 -6 -6 -6
6 0.4 0 0 -3.271823172151031 0 0 -15.55549784996569 -6 -6 -6
7 0.5 0 0 -4.827372957147601 0 0 -16.46136900023117 -6 -6 -6
8 0.6 0 0 -6.473509857170717 0 0 -17.00108722846407 -6 -6 -6
9 0.7 0 0 -8.173618580017125 0 0 -17.32265146616112 -6 -6 -6
10 0.7999999999999999 0 0 -9.905883726633236 0 0 -17.51423950887784 -6 -6 -6
11 0.8999999999999999 0 0 -11.65730767752102 0 0 -17.62838770637301 -6 -6 -6
12 0.9999999999999999 0 0 -13.42014644815832 0 0 -17.69639722725246 -6 -6 -6
13 1.1 0 0 -15.18978617088357 0 0 -17.73691731457533 -6 -6 -6
14 1.2 0 0 -16.9634779023411 0 0 -17.76105919140995 -6 -6 -6
15 1.3 0 0 -18.7395838214821 0 0 -17.77544292687561 -6 -6 -6
16 1.4 0 0 -20.51712811416966 0 0 -17.78401275959258 -6 -6 -6
17 1.5 0 0 -22.29552939012892 0 0 -17.78911866778813 -6 -6 -6
18 1.6 0 0 -24.07444125690773 0 0 -17.79216076900088 -6 -6 -6
19 1.7 0 0 -25.85365733380782 0 0 -17.79397325356469 -6 -6 -6
20 1.8 0 0 -27.63305465916429 0 0 -17.79505313226177 -6 -6 -6
21 1.900000000000001 0 0 -29.41255997239047 0 0 -17.79569652422423 -6 -6 -6
22 2 0 0 -31.19212962481289 0 0 -17.7960798572953 -6 -6 -6
23 2.100000000000001 0 0 -32.97173761054242 0 0 -17.79630824722238 -6 -6 -6
24 2.200000000000001 0 0 -34.75136843526466 0 0 -17.79644432199057 -6 -6 -6
25 2.300000000000001 0 0 -36.53101286746372 0 0 -17.79652539536704 -6 -6 -6
26 2.400000000000001 0 0 -38.31066540700042 0 0 -17.79657369890236 -6 -6 -6
27 2.500000000000001 0 0 -40.09032277689066 0 0 -17.7966024781592 -6 -6 -6
28 2.600000000000001 0 0 -41.86998302470658 0 0 -17.79661962484669 -6 -6 -6
29 2.700000000000001 0 0 -43.64964498719124 0 0 -17.79662984084682 -6 -6 -6
30 2.800000000000001 0 0 -45.42930797127593 0 0 -17.79663592754192 -6 -6 -6
31 2.900000000000001 0 0 -47.20897156403012 0 0 -17.79663955399618 -6 -6 -6
32 3.000000000000001 0 0 -48.98863551942974 0 0 -17.79664171463842 -6 -6 -6
33 3.100000000000001 0 0 -50.76829969089358 0 0 -17.79664300194953 -6 -6 -6
34 3.200000000000002 0 0 -52.54796399108853 0 0 -17.79664376892978 -6 -6 -6
35 3.300000000000002 0 0 -54.3276283679815 0 0 -17.79664422589677 -6 -6 -6
36 3.400000000000002 0 0 -56.10729279057118 0 0 -17.7966444981578 -6 -6 -6
37 3.500000000000002 0 0 -57.88695724038696 0 0 -17.79664466037099 -6 -6 -6
38 3.600000000000002 0 0 -59.66662170642406 0 0 -17.79664475701764 -6 -5.439518511540825 -6
39 3.700000000000002 0 0 -61.44628618212582 0.03235941382377067 0.01868271628197249 -17.57245221921606 -6 0.1288396765704363 -6
40 3.800000000000002 0.003235941382377067 0.001868271628197249 -63.20353140404743 0.2178714617982618 0.1104412763107329 -15.21153498121775 -6 2.777551370504568 -6
41 3.900000000000002 0.02502308756220325 0.01291239925927054 -64.7246849021692 0.4320757831354202 0.2289202655998398 -12.74541530006381 -6 3.955547003829054 -6
42 4.000000000000002 0.06823066587574528 0.03580442581925451 -65.99922643217559 0.570846297818427 0.3071664171087584 -10.80490240465426 -4.073762954202039 4.640483844719824 -6
43 4.100000000000001 0.125315295657588 0.06652106753013035 -67.07971667264101 0.6562317217217651 0.2273248542783189 -8.604274845094073 -2.318825785567043 4.553311799447982 -6
44 4.200000000000001 0.1909384678297645 0.08925355295796224 -67.94014415715041 0.6794045239704957 0.08115540509776736 -6.626034417423328 -1.492672241842257 4.209327809288538 -6
45 4.300000000000001 0.258878920226814 0.09736909346773898 -68.60274759889275 0.6671993564433742 -0.03347743255648465 -5.254530519190626 -0.9106779314377604 3.978753141179709 -6
46 4.4 0.3255988558711514 0.09402135021209052 -69.12820065081181 0.6498553436785263 0.0823228793627177 -4.296820341588298 0.2492977753005903 3.431493189920275 -6
47 4.5 0.3905843902390041 0.1022536381483623 -69.55788268497064 0.6125299638276007 -0.1751524882221678 -3.481130107408541 0.07605685200238099 3.381096727007133 -6
48 4.6 0.4518373866217642 0.08473838932614551 -69.9059956957115 0.5972904920185457 -0.04999246464506385 -3.084596643066232 0.9410261872838817 3.027167843893864 -6
49 4.699999999999999 0.5115664358236187 0.07973914286163912 -70.21445536001812 0.5718222873827973 -0.07827702333504719 -2.643925737951274 1.318250597174625 2.713895885305419 -6
50 4.799999999999999 0.5687486645618984 0.0719114405281344 -70.47884793381324 0.545322516262899 -0.1231733460031737 -2.355792936376408 1.578801102814623 2.516685664895618 -6
51 4.899999999999999 0.6232809161881884 0.05959410592781703 -70.71442722745088 0.5251828115520312 -0.1618879601487998 -2.158787236476023 1.762726829425958 2.377754751061246 -6
52 4.999999999999998 0.6757991973433914 0.04340530991293706 -70.93030595109849 0.5105088084163244 -0.1915178277966191 -2.023413272542434 1.894903769626779 2.277397935804004 -6
53 5.099999999999998 0.7268500781850239 0.02425352713327515 -71.13264727835274 0.4998673873007586 -0.213423088175544 -1.930029385427802 1.990337554253045 2.204224070297528 -6
54 5.199999999999998 0.7768368169150998 0.002911218315720745 -71.32565021689551 0.4921274722423473 -0.2294313079345741 -1.865487277538594 2.059342696238247 2.150715611769641 -6
55 5.299999999999997 0.8260495641393345 -0.02003191247773667 -71.51219894464937 0.4864814052039073 -0.2410819761179505 -1.82083440224608 2.109263119299129 2.111556699575772 -6
56 5.399999999999997 0.8746977046597252 -0.04414011008953171 -71.69428238487397 0.4823554781638162 -0.2495483754482159 -1.78992560509402 2.145386318898659 2.082897312364594 -6
57 5.499999999999996 0.9229332524761068 -0.06909494763435331 -71.87327494538337 0.4793378949447339 -0.2556973501087135 -1.768524612076989 2.171530908472647 2.061926067770173 -6
58 5.599999999999996 0.9708670419705802 -0.09466468264522467 -72.05012740659107 0.4771303101569855 -0.2601623791243841 -1.753704557793788 2.190457021414403 2.04658458068576 -6
59 5.699999999999996 1.018580072986279 -0.1206809205576631 -72.22549786237045 0.475515329345884 -0.263404499053706 -1.743440915887557 2.204160299166176 2.035364716417121 -6
60 5.799999999999995 1.066131605920867 -0.1470213704630337 -72.3998419539592 0.4743340676006392 -0.2657587050107316 -1.736332470415614 2.214083913723726 2.027161479428372 -6
61 5.899999999999995 1.113565012680931 -0.1735972409641068 -72.57347520100076 0.4734702429344836 -0.2674682551602582 -1.731409106030782 2.221271711031079 2.02116543750617 -6
62 5.999999999999995 1.160912036974379 -0.2003440664801326 -72.74661611160384 0.4728387108983692 -0.2687097523300102 -1.727999062306072 2.22647885765295 2.016783851780787 -6
63 6.099999999999994 1.208195908064216 -0.2272150417131337 -72.91941601783445 0.4723771236171816 -0.2696114013142595 -1.72563713315507 2.230251790656069 2.013582812228577 -6
64 6.199999999999994 1.255433620425934 -0.2541761818445596 -73.09197973114996 0.4720398336800257 -0.2702662743420041 -1.724001137873139 2.232985994068059 2.011244784805399 -6
65 6.299999999999994 1.302637603793937 -0.2812028092787601 -73.26437984493728 0.4717934293723789 -0.2707419422802816 -1.722867941133031 2.234967758904077 2.009537474234889 -6
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163 16.09999999999996 5.870873802917123 -2.918082594819057 -89.87027174228994 0.1624233958772837 -0.09388653327358509 -0.3965937077329987 1.33802986961183 1.105038302078071 -2.553687519343384
164 16.19999999999996 5.887116142504852 -2.927471248146416 -89.90993111306324 0.1182238877356172 -0.06837900200939401 -0.2739383563343258 1.245615009618604 1.013220947016322 -2.339863373340506
165 16.29999999999996 5.898938531278413 -2.934309148347355 -89.93732494869667 0.08597708057558767 -0.04975913128514597 -0.189023498930849 1.177903005544096 0.9460174688224186 -2.185086533312756
166 16.39999999999996 5.907536239335972 -2.93928506147587 -89.95622729858975 0.06250883394683596 -0.03619994140525762 -0.1304866653285993 1.128471903159522 0.8970087774933404 -2.072773543483493
167 16.49999999999996 5.913787122730655 -2.942905055616396 -89.96927596512261 0.04544256970422139 -0.02633341291363989 -0.09006112869827251 1.09233043341078 0.8612123990723148 -1.991307827148376
168 16.59999999999997 5.918331379701077 -2.94553839690776 -89.97828207799243 0.03303487736940883 -0.01915557888511432 -0.06216443792068518 1.065927861235394 0.8350882539296833 -1.932190738543341
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172 16.99999999999997 5.927051182716546 -2.950598265143554 -89.99379508153049 0.009225566908744348 -0.005363272858919702 -0.01410970881254045 1.014757812395146 0.7845641473385569 -1.819152944040127
173 17.09999999999997 5.92797373940742 -2.951134592429446 -89.99520605241175 0.006706525304492866 -0.003901332763293464 -0.009738961300038682 1.009277150145465 0.7791679936194953 -1.80724430036787
174 17.19999999999997 5.92864439193787 -2.951524725705775 -89.99617994854175 0.004875308038754134 -0.002837893460456029 -0.006722137900636764 1.005277639991277 0.7752339925988281 -1.798598580783846
175 17.29999999999998 5.929131922741745 -2.951808515051821 -89.99685216233182 0.003544104764155842 -0.002064330248840535 -0.004639830499853513 1.002359502094379 0.7723664412598907 -1.792321305410439
176 17.39999999999998 5.92948633321816 -2.952014948076704 -89.9973161453818 0.002576386650445323 -0.001501627677700831 -0.003202556842817728 1.000230707771948 0.7702765774004661 -1.787763338310924
177 17.49999999999998 5.929743971883205 -2.952165110844474 -89.99763640106609 0.00187290405026902 -0.001092308598444322 -0.002210505318478817 0.9986779820703475 0.7687537209189372 -1.784453554663855
178 17.59999999999998 5.929931262288232 -2.952274341704319 -89.99785745159794 0.001361507435242326 -0.0007945631874581444 -0.001525760219064456 0.9975456010263599 0.7676441944169596 -1.782049993849228
179 17.69999999999998 5.930067413031756 -2.952353798023065 -89.99801002761984 0.0009897477106860508 -0.0005779782926904342 -0.00105312763252865 0.9967198847877228 0.7668359223513619 -1.780304427398335
180 17.79999999999998 5.930166387802824 -2.952411595852333 -89.99811534038309 0.0007194970114987043 -0.0004204308884295516 -0.0007269017760736466 0.9961178622458817 0.7662471846529968 -1.779036652410923
181 17.89999999999998 5.930238337503974 -2.952453638941176 -89.9981880305607 0.0005230382894066687 -0.0003058283229279424 -0.0005017304410056076 0.9956789865784685 0.7658184056179209 -1.778115839711973
182 17.99999999999999 5.930290641332915 -2.952484221773469 -89.9982382036048 0.0003802226386099006 -0.0002224645374035578 -0.0003463101120430492 0.995359082327866 0.7655061606066056 -1.777446999130632
183 18.09999999999999 5.930328663596776 -2.95250646822721 -89.998272834616 0.0002764028137896557 -0.0001618243527244101 -0.0002390341184950002 0.9951259239410319 0.7652788025078223 -1.776961157143944
184 18.19999999999999 5.930356303878155 -2.952522650662482 -89.99829673802785 0.0002009310012461019 -0.000117713687944096 -0.0001649888577929604 0.9949560067975085 0.7651132709380875 -1.776608227974123
185 18.29999999999999 5.930376396978279 -2.952534422031276 -89.99831323691363 0.0001460667737396282 -8.56268670134247e-05 -0.0001138804927464905 0.9948321896106336 0.7649927648170944 -1.776351839105814
186 18.39999999999999 5.930391003655654 -2.952542984717978 -89.9983246249629 0.0001061832283577591 -6.228638726744895e-05 -7.860389356632944e-05 0.9947419734058371 0.7649050450442019 -1.776165575099412
187 18.49999999999999 5.93040162197849 -2.952549213356704 -89.99833248535226 7.718988854488185e-05 -4.53081395385968e-05 -5.425487662189758e-05 0.9946762454331406 0.7648411969218785 -1.776030250737278
188 18.59999999999999 5.930409340967344 -2.952553744170658 -89.99833791083992 5.611318270479226e-05 -3.295788371159014e-05 -3.744842018819222e-05 0.9946283625780268 0.7647947279564562 -1.775931931282685
189 18.7 5.930414952285615 -2.952557039959029 -89.99834165568194 4.079147324623222e-05 -2.397410509033526e-05 -2.584807616877894e-05 0.9945934826254756 0.7647609102613444 -1.775860495048562
190 18.8 5.930419031432939 -2.952559437369538 -89.99834424048956 2.965335790003354e-05 -1.743915719888689e-05 -1.784115409657165e-05 0.9945680764309657 0.7647363013201414 -1.775808589655185
191 18.9 5.93042199676873 -2.952561181285258 -89.99834602460497 2.155650592894354e-05 -1.268552893535224e-05 -1.231452511992349e-05 0.9945495721189275 0.7647183947896963 -1.775770874096679
192 19 5.930424152419323 -2.952562449838152 -89.99834725605749 1.567050009168569e-05 -9.227661776620155e-06 -8.499871965474137e-06 0.9945360956067191 0.7647053660870711 -1.775743468326652
193 19.1 5.930425719469332 -2.952563372604329 -89.99834810604469 1.139166866406804e-05 -6.71235250142288e-06 -5.866878709602681e-06 0.994526281408497 0.7646958870640219 -1.775723553513501
194 19.2 5.930426858636198 -2.952564043839579 -89.99834869273256 8.281172541396709e-06 -4.882675287115612e-06 -4.049504003247016e-06 0.9945191346951674 0.7646889910184314 -1.77570908171225
195 19.3 5.930427686753452 -2.952564532107108 -89.99834909768296 6.019997649431286e-06 -3.551738076784661e-06 -2.795094825945588e-06 0.9945139307406237 0.7646839743877081 -1.775698564988659
196 19.40000000000001 5.930428288753217 -2.952564887280916 -89.99834937719244 4.376236761499674e-06 -2.58359252056084e-06 -1.929262235677957e-06 0.9945101416280977 0.7646803251606684 -1.775690922245246
197 19.50000000000001 5.930428726376893 -2.952565145640168 -89.99834957011866 3.181304934624096e-06 -1.87934756766539e-06 -1.331637451544056e-06 0.9945073828319835 0.7646776707532865 -1.775685367955646
198 19.60000000000001 5.930429044507386 -2.952565333574924 -89.99834970328241 2.312649347024909e-06 -1.367068241456271e-06 -9.191380334677354e-07 0.9945053742897016 0.7646757400597153 -1.775681331337523
199 19.70000000000001 5.930429275772321 -2.952565470281749 -89.99834979519622 1.681180235274526e-06 -9.94427853714952e-07 -6.344178826158883e-07 0.9945039120360377 0.7646743358262711 -1.775678397634351
200 19.80000000000001 5.930429443890344 -2.952565569724534 -89.99834985863801 1.222133822642579e-06 -7.233631293124265e-07 -4.378951294304809e-07 0.9945028475355855 0.764673314542506 -1.775676265455502
201 19.90000000000001 5.930429566103727 -2.952565642060847 -89.99834990242752 8.884300757294739e-07 -5.261862038308251e-07 -3.022489774443318e-07 0.994502072625437 0.7646725718044252 -1.775674715784191
202 20.00000000000001 5.930429654946734 -2.952565694679468 -89.99834993265242 6.458441658696579e-07 -3.827564730302102e-07 -2.086217381538219e-07 0.994501508546108 0.7646720316622577 -1.775673589459473

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@ -343,7 +343,7 @@
% setfont left to latex
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\node at (30.809367\du,11.042461\du){K};
\node at (30.809367\du,11.042461\du){$k$};
\pgfsetlinewidth{0.100000\du}
\pgfsetdash{}{0pt}
\pgfsetdash{}{0pt}

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@ -1,3 +0,0 @@
real,imag
-8.190000000000001,3.966598038622012
-8.190000000000001,-3.966598038622012
1 real imag
2 -8.190000000000001 3.966598038622012
3 -8.190000000000001 -3.966598038622012

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@ -176,6 +176,10 @@
round-mode = places,
round-precision = 2,
}
%
% Digunakan untuk penulisan formula pada caption gambar
%
\usepackage{caption}
%-----------------------------------------------------------------------------%
% Konfigurasi
@ -235,6 +239,36 @@
% Perintah Baru
%-----------------------------------------------------------------------------%
%
% Untuk mengimport data *.csv menjadi grafik
% nb: Pada line pertama di file *.csv harus diberi nama colomnya
% contoh pada file *.csv :
% 1>colom_x,colom_y,colom_z
% 2>0.0334,0.4455,0.11223
% 3>...,...,...
% Parameter : 1 -> no marks / only marks
% 2 -> nama colom untuk menjadi sumbu X
% 3 -> nama colom untuk menjadi sumbu Y
% 4 -> label untuk sumbu x
% 5 -> label untuk sumbu y
% 6 -> path dari file *.csv
\newcommand{\dataGraph}[6][no marks]{
\begin{tikzpicture}
%%https://www.latex-tutorial.com/tutorials/pgfplots/
\begin{axis}[
width=\linewidth, % Scale the plot to \linewidth
grid=major, % Display a grid
grid style={dashed,gray!30}, % Set the style
xlabel=#4, % Set the labels
ylabel=#5,
#1
]
\addplot
table[x=#2,y=#3,col sep=comma]{#6};
\end{axis}
\end{tikzpicture}
}
%
% Mengganti .et.al pada sitasi dengan dkk
\DefineBibliographyStrings{english}{andothers={\addcomma~dkk}}
@ -350,7 +384,7 @@
\newcommand{\equ}{Persamaan}
%
%
%%% Coloring the comment as blue in algorthm
%%% Merubah comment menjadi biru pada perintah algorthm
\newcommand\mycommfont[1]{\footnotesize\ttfamily\textcolor{blue}{#1}}
\SetCommentSty{mycommfont}
\SetKwInput{KwInput}{Masukan} % Set the Input