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simplex.php
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<?php
session_start();
include "connect_db.php";
# Menghapus Semua Data Pada DB Tabel Perhitungan Efisiensi
$q = mysqli_query($conn, 'DELETE FROM tb_perhitungan_efisiensi');
// Mendapatkan semua id prodi
$index_dmu = 0;
$q = mysqli_query($conn, 'SELECT id_prodi FROM tb_detail_dmu GROUP BY id_prodi ORDER BY id_prodi');
if (mysqli_num_rows($q) > 0) {
while ($data = mysqli_fetch_assoc($q)) {
$id_dmu_prodi[$index_dmu] = $data['id_prodi'];
$index_dmu++;
}
}
$index_dmu = 0;
$index_dmu_ccr = 1;
$n_dmu = count($id_dmu_prodi);
// Mendapatkan Semua ID Variabel Terurut Berdasarkan Jenis Var dan ID
$id_variabel = array();
$q = mysqli_query($conn, 'SELECT d.id_variabel FROM tb_detail_dmu AS d, tb_variabel AS v WHERE d.id_variabel=v.id_variabel GROUP BY d.id_variabel ORDER BY v.jenis_variabel, v.id_variabel ASC');
if (mysqli_num_rows($q) > 0) {
$i = 0;
while ($data = mysqli_fetch_assoc($q)) {
$id_variabel[$i] = $data['id_variabel'];
$i++;
}
}
// Menghitung banyak var output
$n_var_output = 0;
$q = mysqli_query($conn, 'SELECT COUNT(*) as total FROM tb_variabel WHERE jenis_variabel="o"');
$d = mysqli_fetch_assoc($q);
$n_var_output = $d['total'];
// Menghitung banyak var input
$n_var_input = 0;
$q = mysqli_query($conn, 'SELECT COUNT(*) as total FROM tb_variabel WHERE jenis_variabel="i"');
$d = mysqli_fetch_assoc($q);
$n_var_input = $d['total'];
// Looping Utama Sejumlah DMU
for ($y=0; $y < $n_dmu; $y++) {
/*** BCC Model ***/
// Mengubah var output menjadi fungsi tujuan
$q = mysqli_query($conn, 'SELECT * FROM tb_detail_dmu d, tb_variabel v WHERE v.id_variabel = d.id_variabel AND d.id_prodi="'.$id_dmu_prodi[$index_dmu].'" ORDER BY d.id_prodi, v.jenis_variabel ASC, v.id_variabel');
$index_output = $index_input = 1;
$fungsi_tujuan = array();
if (mysqli_num_rows($q) > 0) {
while($d = mysqli_fetch_assoc($q)){
if ($index_input <= $n_var_input) {
$fungsi_tujuan['w'.$index_input] = 0;
$index_input++;
} elseif ($index_output < $n_var_output) {
$fungsi_tujuan['u'.$index_output] = $d['nilai_variabel'];
$index_output++;
} elseif ($index_output == $n_var_output) {
$fungsi_tujuan['u'.$index_output] = $d['nilai_variabel'];
$fungsi_tujuan['u0'] = -1;
}
}
}
// Mengubah var input menjadi fungsi kendala = 1
$q2 = mysqli_query($conn, 'SELECT * FROM tb_detail_dmu d, tb_variabel v WHERE v.id_variabel = d.id_variabel AND d.id_prodi="'.$id_dmu_prodi[$index_dmu].'" AND v.jenis_variabel="i" ORDER BY v.id_variabel');
$index_input = 1;
$index_kendala = 0;
// Fungsi kendala final
$fungsi_kendala = array();
// Fungsi kendala masing-masing
$f_kendala = array();
if (mysqli_num_rows($q2) > 0) {
while($d2 = mysqli_fetch_assoc($q2)){
if ($index_input < $n_var_input) {
$f_kendala['w'.$index_input] = $d2['nilai_variabel'];
$index_input++;
} elseif ($index_input == $n_var_input) {
$f_kendala['w'.$index_input] = $d2['nilai_variabel'];
if ($n_var_output > 1) {
for ($i=1; $i <= $n_var_output; $i++) {
$f_kendala['u'.$i] = 0;
}
} else {
$f_kendala['u1'] = 0;
}
$f_kendala['a1'] = 1;
$f_kendala['notasi'] = '=';
$f_kendala['xb'] = 1;
// Ruas kanan disebut juga sebagai Xb
}
}
}
$index_input = $index_output = 1;
$fungsi_kendala[$index_kendala] = $f_kendala;
$index_kendala++;
unset($f_kendala);
$f_kendala = array();
// Mengubah var input dan output menjadi fungsi kendal <= 0
$index_slack_var = 1;
$m = 0;
$q3 = mysqli_query($conn, 'SELECT * FROM tb_detail_dmu d, tb_variabel v WHERE v.id_variabel = d.id_variabel ORDER BY d.id_prodi, v.jenis_variabel DESC, v.id_variabel');
if (mysqli_num_rows($q3) > 0) {
while($d3 = mysqli_fetch_assoc($q3)){
// Mencari nilai max data untuk var M
if ($d3['nilai_variabel'] > $m) {
$m = $d3['nilai_variabel'];
}
// Jika pertama kali akan melakukan insert data pada array
if (empty($f_kendala)) {
// Jika jumlah var output hanya 1
if ($n_var_output == 1) {
$f_kendala['u'.$index_output] = $d3['nilai_variabel'];
} elseif ($n_var_output > 1) {
$f_kendala['u'.$index_output] = $d3['nilai_variabel'];
$index_output++;
}
// Jika jumlah var output >= 1
} elseif ($index_output <= $n_var_output) {
$f_kendala['u'.$index_output] = $d3['nilai_variabel'];
$index_output++;
// Jika jumlah var input >= 1
} elseif ($index_input < $n_var_input) {
$f_kendala['w'.$index_input] = -$d3['nilai_variabel'];
$index_input++;
// Jika var input sudah lengkap di dalam fungsi kendala
} elseif ($index_input == $n_var_input) {
$f_kendala['w'.$index_input] = -$d3['nilai_variabel'];
$f_kendala['u0'] = -1;
$f_kendala['s'.$index_slack_var] = 1;
$f_kendala['notasi'] = '=';
$f_kendala['xb'] = 0;
$index_input = $index_output = 1;
// Menyimpan fungsi kendala ke dalam 1 var induk
$fungsi_kendala[$index_kendala] = $f_kendala;
$index_kendala++; $index_slack_var++;
unset($f_kendala);
$f_kendala = array();
}
}
}
# Inisialisasi tabel simplex big M
$tabel_simplex_bigm = tabel_simplex_bigm($fungsi_tujuan, $fungsi_kendala, $n_var_input, $n_var_output, $m);
# Hasil inisialisasi tabel simplex
$fungsi_tujuan = $tabel_simplex_bigm[0];
$fungsi_kendala = $tabel_simplex_bigm[1];
$cj = $tabel_simplex_bigm[2];
$m = $tabel_simplex_bigm[3];
$zj = $tabel_simplex_bigm[4];
$cj_zj = $tabel_simplex_bigm[5];
# Perhitungan simplex big M
$bigm = simplex_bigm($fungsi_tujuan, $fungsi_kendala, $cj, $m, $zj, $cj_zj, $n_var_input, $n_var_output);
/*** End Of BCC Model ***/
/*** CCR Model ***/
$q4=mysqli_query($conn, 'SELECT d.id_variabel FROM tb_detail_dmu AS d, tb_variabel AS v WHERE d.id_variabel=v.id_variabel GROUP BY d.id_variabel ORDER BY v.jenis_variabel, v.id_variabel');
if (mysqli_num_rows($q4)>0) {
$a=0; $c=0;
$b=1; $d=1;
$n_var = 1;
$fungsi_ccr_z=array();
while ($d4=mysqli_fetch_assoc($q4)) {
$id_var=$d4['id_variabel'];
if ($n_var <= $n_var_input) {
// Fungsi Z (Var Input)
$q5=mysqli_query($conn, 'SELECT d.nilai_variabel FROM tb_detail_dmu AS d, tb_variabel AS v WHERE d.id_variabel=v.id_variabel AND d.id_variabel="'.$id_var.'" AND v.jenis_variabel="i" ORDER BY d.id_variabel');
if (mysqli_num_rows($q5) > 0) {
while ($d5=mysqli_fetch_assoc($q5)) {
if ($b > $n_dmu) {
$a++;
$b=1;
}
$fungsi_ccr_z[$a]['x'.$b]=$d5['nilai_variabel'];
$b++;
}
}
} else {
// Fungsi Kendala (Var Output)
$q6=mysqli_query($conn, 'SELECT d.nilai_variabel FROM tb_detail_dmu AS d, tb_variabel AS v WHERE d.id_variabel=v.id_variabel AND d.id_variabel="'.$id_var.'" AND v.jenis_variabel="o" ORDER BY d.id_variabel');
if (mysqli_num_rows($q6) > 0) {
while ($d6=mysqli_fetch_assoc($q6)) {
if ($d > $n_dmu) {
$c++;
$d=1;
}
$fungsi_ccr_kendala[$c]['x'.$d]=$d6['nilai_variabel'];
$d++;
}
}
}
$n_var++;
}
}
// Menambahkan Var -Z di dalam Fungsi CCR Z sesuai DMU ke-N
for ($m=0; $m < $n_var_input; $m++) {
$fungsi_ccr_z[$m]['z'] = -$fungsi_ccr_z[$m]['x'.$index_dmu_ccr];
$fungsi_ccr_z[$m]['notasi'] = '=';
$fungsi_ccr_z[$m]['ruas_kanan'] = 0;
}
// Menambahkan Notasi dan Ruas Kanan pada Fungsi CCR Kendala
for ($o=0; $o < $n_var_output; $o++) {
$fungsi_ccr_kendala[$o]['notasi'] = '>=';
$fungsi_ccr_kendala[$o]['ruas_kanan'] = $fungsi_ccr_kendala[$o]['x'.$index_dmu_ccr];
}
/*** End Of CCR Model ***/
$tabel_ccr = tabel_dual_simplex($fungsi_ccr_z, $fungsi_ccr_kendala, $n_var_input, $n_dmu);
$dual_simplex = dual_simplex($tabel_ccr, $n_dmu);
$rekomendasi = rekomendasi($dual_simplex, $n_dmu, $fungsi_ccr_z, $n_var_input);
# Query Insert Nilai Efisiensi BCC dan Rekomendasi CCR
# Jika Nilai Efisiensi BCC != 1 atau < 1
# Berikan Rekomendasi CCR
# Mendapatkan Nilai Awal
$nilai_awal = array();
$q = mysqli_query($conn, 'SELECT * FROM tb_detail_dmu AS d, tb_variabel AS v WHERE d.id_variabel=v.id_variabel AND v.jenis_variabel="i" AND id_prodi="'.$id_dmu_prodi[$index_dmu].'" ORDER BY v.jenis_variabel, d.id_variabel');
if (mysqli_num_rows($q) > 0) {
$o = 0;
while ($n_awal = mysqli_fetch_assoc($q)) {
$nilai_awal[$o] = $n_awal['nilai_variabel'];
$o++;
}
}
for ($i=1; $i <= $n_var_input; $i++) {
# Mendapatkan Rekomendasi Per Variabel Berdasarkan Jenis Variabel dan ID Variabel (ASC)
$nilai_rekomendasi = $rekomendasi[0]['x'.$i];
$ii = $i - 1;
# Menyimpan Nilai Efisiensi dan Rekomendasi Ke DB
if ($bigm == 1) {
$query_insert = mysqli_query($conn, "INSERT INTO tb_perhitungan_efisiensi (id_prodi, id_variabel, nilai_efisiensi, nilai_awal, rekomendasi) VALUES ('$id_dmu_prodi[$index_dmu]','$id_variabel[$ii]','$bigm','$nilai_awal[$ii]','$nilai_awal[$ii]')");
} else {
$query_insert = mysqli_query($conn, "INSERT INTO tb_perhitungan_efisiensi (id_prodi, id_variabel, nilai_efisiensi, nilai_awal, rekomendasi) VALUES ('$id_dmu_prodi[$index_dmu]','$id_variabel[$ii]','$bigm','$nilai_awal[$ii]','$nilai_rekomendasi')");
}
}
$index_dmu_ccr++;
$index_dmu++;
}
/**
* Fungsi Inisialisasi Tabel Simplex (Big M)
* @param [array] $fungsi_tujuan [array assoc 2 dimensi]
* @param [array] $fungsi_kendala [array assoc 2 dimensi]
* @param [integer] $n_var_input [jumlah var input]
* @param [integer] $n_var_output [jumlah var output]
* @param [integer] $m [nilai var M]
* @return [array] $tabel_simplex_bigm [array assoc 3 dimensi]
*/
function tabel_simplex_bigm($fungsi_tujuan, $fungsi_kendala, $n_var_input, $n_var_output, $m){
$n_kendala = count($fungsi_kendala);
# Note : Var $n_kendala adalahjumlah slack dan artificial var
# +1 pada var $n_kendala dimaksudkan untuk Var u0
$m = $m * 100;
$cj = $fungsi_tujuan;
$cj['a1'] = -1 * $m;
for ($i=1; $i <= $n_kendala-1; $i++) {
$cj['s'.$i] = 0;
}
# Pembentukan Fungsi Tujuan
$var = $n_var_input + $n_var_output + $n_kendala + 1;
for ($i=1; $i <= $n_kendala; $i++) {
if ($i == $n_kendala) {
$fungsi_tujuan['a1'] = 0;
} else {
$fungsi_tujuan['s'.$i] = 0;
}
}
# Pembentukan Fungsi Kendala
for ($i=0; $i < $n_kendala; $i++) {
$k = 1;
if ($i < 1) {
$fungsi_kendala[$i]['b'] = 'a1';
$fungsi_kendala[$i]['u0'] = 0;
} else {
$fungsi_kendala[$i]['b'] = 's'.$i;
}
for ($j=1; $j < $n_kendala; $j++) {
if (!ISSET($fungsi_kendala[$i]['s'.$k])) {
$fungsi_kendala[$i]['s'.$k] = 0;
$k++;
if ((ISSET($fungsi_kendala[$i]['a1'])) AND ($k >= 3)) {
if ($fungsi_kendala[$i]['a1'] == 1) {
$fungsi_kendala[$i]['cb'] = $cj['a1'];
}
}
} else {
$fungsi_kendala[$i]['a1'] = 0;
$k++;
$fungsi_kendala[$i]['cb'] = 0;
}
}
}
# Baris Zj
$zj = array();
$zj['z'] = 0;
# Nilai Z
for ($i=0; $i < $n_kendala; $i++) {
if ($fungsi_kendala[$i]['b'] !== 'a1') {
$zj['z'] += $fungsi_kendala[$i]['cb'] * $fungsi_kendala[$i]['xb'];
}
}
# Nilai Var X Jenis Input
for ($i=1; $i <= $n_var_input; $i++) {
$zj['w'.$i] = 0;
for ($j=0; $j < $n_kendala; $j++) {
$zj['w'.$i] += $fungsi_kendala[$j]['w'.$i] * $fungsi_kendala[$j]['cb'];
}
}
# Nilai Var X Jenis Output
for ($i=1; $i <= $n_var_output; $i++) {
$zj['u'.$i] = 0;
for ($j=0; $j < $n_kendala; $j++) {
$zj['u'.$i] += $fungsi_kendala[$j]['u'.$i] * $fungsi_kendala[$j]['cb'];
}
}
# Nilai Slack dan Artificial Var
for ($i=1; $i <= $n_kendala-1; $i++) {
$zj['s'.$i] = 0;
for ($j=0; $j < $n_kendala; $j++) {
$zj['s'.$i] += $fungsi_kendala[$j]['s'.$i] * $fungsi_kendala[$j]['cb'];
}
}
$zj['a1'] = $zj['u0'] = 0;
for ($j=0; $j < $n_kendala; $j++) {
$zj['a1'] += $fungsi_kendala[$j]['a1'] * $fungsi_kendala[$j]['cb'];
$zj['u0'] += $fungsi_kendala[$j]['u0'] * $fungsi_kendala[$j]['cb'];
}
# Baris Cj-Zj
# Var W (Input)
$cj_zj = array();
for ($i=1; $i <= $n_var_input; $i++) {
$cj_zj['w'.$i] = 0;
$cj_zj['w'.$i] = $cj['w'.$i] - $zj['w'.$i];
}
# Var U (Output)
for ($i=0; $i <= $n_var_output; $i++) {
$cj_zj['u'.$i] = 0;
$cj_zj['u'.$i] = $cj['u'.$i] - $zj['u'.$i];
}
# Var U0, Slack, dan Artificial Var
$cj_zj['u0'] = 0;
$cj_zj['u0'] = $cj['u0'] - $zj['u0'];
for ($i=1; $i <= $n_kendala-1; $i++) {
$cj_zj['s'.$i] = 0;
$cj_zj['s'.$i] = $cj['s'.$i] - $zj['s'.$i];
}
$cj_zj['a1'] = 0;
$cj_zj['a1'] = $cj['a1'] - $zj['a1'];
$tabel_simplex_bigm = array($fungsi_tujuan, $fungsi_kendala, $cj, $m, $zj, $cj_zj);
return $tabel_simplex_bigm;
}
/**
* Fungsi Perhitungan Simplex (Big M)
* @param [array] $fungsi_tujuan [array assoc 2 dimensi]
* @param [array] $fungsi_kendala [array assoc 2 dimensi]
* @param [array] $cj [array assoc]
* @param [integer] $m [nilai var m]
* @param [array] $zj [array assoc 2 dimensi]
* @param [array] $cj_zj [array assoc 2 dimensi]
* @return [integer] $hasil_simplex [nilai efisiensi BCC]
*/
function simplex_bigm($fungsi_tujuan, $fungsi_kendala, $cj, $m, $zj, $cj_zj, $n_var_input, $n_var_output){
# Mengecek Kondisi Optimal (Terminasi)
# Iterasi Berhenti Ketika Cj - Zj <= 0
$n_kendala = count($fungsi_kendala);
$max = max($cj_zj);
if ($max > 0) {
// Pencegahan Infinite Loop Pada $max Karena Nilai
// Tidak berubah dan Masih Dalam Range 0-1
$max = round($max,1);
if ($max > 0) {
$max = round($max);
if ($max > 0) {
$terminasi = 1; // False
} else {
$terminasi = 0; // True
}
}
} else {
$terminasi = 0; // True
}
$iterasi = 1;
while ($terminasi == 1) {
// Jika Kondisi Optimal Belum Tercapai
// Dengan Kata Lain Tidak Memenuhi Cj - Zj <= 0
// Lanjut Iterasi
# Mencari Pivot Kolom
$pivot_kolom = 0;
# Var Input (W)
for ($i=1; $i <= $n_var_input; $i++) {
if (($cj_zj['w'.$i] >= 0) AND ($cj_zj['w'.$i] > $pivot_kolom)) {
$pivot_kolom = $cj_zj['w'.$i];
}
}
# Var Output (U)
for ($i=1; $i <= $n_var_output; $i++) {
if (($cj_zj['u'.$i] >= 0) AND ($cj_zj['u'.$i] > $pivot_kolom)) {
$pivot_kolom = $cj_zj['u'.$i];
}
}
# Index Pivot Kolom
$index_pivot_kolom = array_search($pivot_kolom, $cj_zj);
# Mencari Pivot Baris
# Pembagian Rasio Positif Terkecil (>= 0)
$pivot_baris = 100;
for ($i=0; $i < $n_kendala; $i++) {
if ($fungsi_kendala[$i][$index_pivot_kolom] > 0) {
$rasio = $fungsi_kendala[$i]['xb'] / $fungsi_kendala[$i][$index_pivot_kolom];
if (($rasio >= 0) AND ($rasio <= $pivot_baris)) {
$pivot_baris = $rasio;
$index_pivot_baris = $i;
// Index Dimulai Dari 0-3 (Jika Banyak Kendalanya ada 4)
// Karena Index $fungsi_kendala Dimulai Dari 0
}
}
}
# Menghitung Baris Baru
# Baris Pivot
# Var Input (W)
for ($i=1; $i <= $n_var_input; $i++) {
$f_kendala_baru[$index_pivot_baris]['w'.$i] = $fungsi_kendala[$index_pivot_baris]['w'.$i] / $fungsi_kendala[$index_pivot_baris][$index_pivot_kolom];
}
# Var Output(U)
for ($i=1; $i <= $n_var_output; $i++) {
$f_kendala_baru[$index_pivot_baris]['u'.$i] = $fungsi_kendala[$index_pivot_baris]['u'.$i] / $fungsi_kendala[$index_pivot_baris][$index_pivot_kolom];
}
# Var U0, Slack, Artificial, Xb, dan Cb
$f_kendala_baru[$index_pivot_baris]['u0'] = $fungsi_kendala[$index_pivot_baris]['u0'] / $fungsi_kendala[$index_pivot_baris][$index_pivot_kolom];
for ($i=1; $i < $n_kendala; $i++) {
$f_kendala_baru[$index_pivot_baris]['s'.$i] = $fungsi_kendala[$index_pivot_baris]['s'.$i] / $fungsi_kendala[$index_pivot_baris][$index_pivot_kolom];
}
$f_kendala_baru[$index_pivot_baris]['a1'] = $fungsi_kendala[$index_pivot_baris]['a1'] / $fungsi_kendala[$index_pivot_baris][$index_pivot_kolom];
$f_kendala_baru[$index_pivot_baris]['xb'] = $fungsi_kendala[$index_pivot_baris]['xb'] / $fungsi_kendala[$index_pivot_baris][$index_pivot_kolom];
$f_kendala_baru[$index_pivot_baris]['b'] = $index_pivot_kolom;
$f_kendala_baru[$index_pivot_baris]['cb'] = $cj[$index_pivot_kolom];
# Selain Baris Pivot
for ($i=0; $i < $n_kendala; $i++) {
if ($i !== $index_pivot_baris) {
# Var Input (W)
for ($j=1; $j <= $n_var_input; $j++) {
$f_kendala_baru[$i]['w'.$j] = $fungsi_kendala[$i]['w'.$j] + (-$fungsi_kendala[$i][$index_pivot_kolom] * $f_kendala_baru[$index_pivot_baris]['w'.$j]);
}
# Var Output(U)
for ($j=1; $j <= $n_var_output; $j++) {
$f_kendala_baru[$i]['u'.$j] = $fungsi_kendala[$i]['u'.$j] + (-$fungsi_kendala[$i][$index_pivot_kolom] * $f_kendala_baru[$index_pivot_baris]['u'.$j]);
}
# Var U0, Slack, Artificial, Xb, B (Basis), dan Cb
$f_kendala_baru[$i]['u0'] = $fungsi_kendala[$i]['u0'] + (-$fungsi_kendala[$i][$index_pivot_kolom] * $f_kendala_baru[$index_pivot_baris]['u0']);
for ($j=1; $j < $n_kendala; $j++) {
$f_kendala_baru[$i]['s'.$j] = $fungsi_kendala[$i]['s'.$j] + (-$fungsi_kendala[$i][$index_pivot_kolom] * $f_kendala_baru[$index_pivot_baris]['s'.$j]);
}
$f_kendala_baru[$i]['a1'] = $fungsi_kendala[$i]['a1'] + (-$fungsi_kendala[$i][$index_pivot_kolom] * $f_kendala_baru[$index_pivot_baris]['a1']);
$f_kendala_baru[$i]['xb'] = $fungsi_kendala[$i]['xb'] + (-$fungsi_kendala[$i][$index_pivot_kolom] * $f_kendala_baru[$index_pivot_baris]['xb']);
$f_kendala_baru[$i]['b'] = $fungsi_kendala[$i]['b'];
$basis = $f_kendala_baru[$i]['b'];
$f_kendala_baru[$i]['cb'] = $cj[$basis];
}
}
# Baris Zj
unset($zj);
$zj = array();
$zj['z'] = 0;
# Nilai Z
for ($i=0; $i < $n_kendala; $i++) {
if ($f_kendala_baru[$i]['b'] !== 'a1') {
$zj['z'] += $f_kendala_baru[$i]['cb'] * $f_kendala_baru[$i]['xb'];
}
}
# Nilai Var X Jenis Input
for ($i=1; $i <= $n_var_input; $i++) {
$zj['w'.$i] = 0;
for ($j=0; $j < $n_kendala; $j++) {
$zj['w'.$i] += $f_kendala_baru[$j]['w'.$i] * $f_kendala_baru[$j]['cb'];
}
}
# Nilai Var X Jenis Output
for ($i=1; $i <= $n_var_output; $i++) {
$zj['u'.$i] = 0;
for ($j=0; $j < $n_kendala; $j++) {
$zj['u'.$i] += $f_kendala_baru[$j]['u'.$i] * $f_kendala_baru[$j]['cb'];
}
}
# Nilai Slack dan Artificial Var
for ($i=1; $i <= $n_kendala-1; $i++) {
$zj['s'.$i] = 0;
for ($j=0; $j < $n_kendala; $j++) {
$zj['s'.$i] += $f_kendala_baru[$j]['s'.$i] * $f_kendala_baru[$j]['cb'];
}
}
$zj['a1'] = $zj['u0'] = 0;
for ($j=0; $j < $n_kendala; $j++) {
$zj['a1'] += $f_kendala_baru[$j]['a1'] * $f_kendala_baru[$j]['cb'];
$zj['u0'] += $f_kendala_baru[$j]['u0'] * $f_kendala_baru[$j]['cb'];
}
# Baris Cj-Zj
unset($cj_zj);
# Var W (Input)
$cj_zj = array();
for ($i=1; $i <= $n_var_input; $i++) {
$cj_zj['w'.$i] = 0;
$cj_zj['w'.$i] = $cj['w'.$i] - $zj['w'.$i];
}
# Var U (Output)
for ($i=1; $i <= $n_var_output; $i++) {
$cj_zj['u'.$i] = 0;
$cj_zj['u'.$i] = $cj['u'.$i] - $zj['u'.$i];
}
# Var U0, Slack, dan Artificial Var
$cj_zj['u0'] = 0;
$cj_zj['u0'] = $cj['u0'] - $zj['u0'];
for ($i=1; $i <= $n_kendala-1; $i++) {
$cj_zj['s'.$i] = 0;
$cj_zj['s'.$i] = $cj['s'.$i] - $zj['s'.$i];
}
$cj_zj['a1'] = 0;
$cj_zj['a1'] = $cj['a1'] - $zj['a1'];
$iterasi++;
$hasil_simplex = $zj['z'];
$fungsi_kendala = $f_kendala_baru;
# Mengecek Kondisi Optimal (Terminasi)
# Iterasi Berhenti Ketika Cj - Zj <= 0
$max = max($cj_zj);
if ($max > 0) {
// Pencegahan Infinite Loop Pada $max Karena Nilai
// Tidak berubah dan Masih Dalam Range 0-1
$max = round($max,1);
if ($max > 0) {
$max = round($max);
if ($max > 0) {
$terminasi = 1; // False
} else {
$terminasi = 0; // True
}
}
} else {
$terminasi = 0; // True
}
}
// Kondisi Optimal Telah Tercapai
// Dengan Kata Lain Cj - Zj <= 0
return $hasil_simplex;
}
/**
* Fungsi Inisialisasi Tabel Dual Simplex
* @param [array] $fungsi_ccr_z [array assoc 2 dimensi]
* @param [array] $fungsi_ccr_kendala [array assoc 2 dimensi]
* @param [integer] $n_var_input [jumlah var input]
* @param [integer] $n_dmu [jumlah dmu]
* @return [array] $tabel_dual_simplex [array assoc 3 dimensi]
*/
function tabel_dual_simplex($fungsi_ccr_z, $fungsi_ccr_kendala, $n_var_input, $n_dmu) {
# Menjumlahkan Fungsi Z
$f_ccr_z = array();
for ($i=1; $i <= $n_dmu; $i++) {
$f_ccr_z[0]['x'.$i] = 0;
}
$f_ccr_z[0]['z'] = 0;
$f_ccr_z[0]['notasi'] = $fungsi_ccr_z[0]['notasi'];
$f_ccr_z[0]['ruas_kanan'] = $fungsi_ccr_z[0]['ruas_kanan'];
for ($i=0; $i < $n_var_input; $i++) {
$f_ccr_z[0]['z'] += $fungsi_ccr_z[$i]['z'];
for ($j=1; $j <= $n_dmu; $j++) {
$f_ccr_z[0]['x'.$j] += $fungsi_ccr_z[$i]['x'.$j];
}
}
# Membagi Koefisien Fungsi Z dengan Koefisien Var Z
# Sekaligus Mengkalikan Fungsi Z dengan -1
for ($j=1; $j <= $n_dmu; $j++) {
$f_ccr_z[0]['x'.$j] = $f_ccr_z[0]['x'.$j] / abs($f_ccr_z[0]['z']);
$f_ccr_z[0]['x'.$j] = $f_ccr_z[0]['x'.$j] * -1;
}
$f_ccr_z[0]['z'] = $f_ccr_z[0]['z'] / abs($f_ccr_z[0]['z']);
# Pindah Ruas Z
# Menambahkan Var Slack pada Fungsi Z
$f_ccr_z[0]['ruas_kanan'] = 0;
$f_ccr_z[0]['b'] = 'z';
unset($f_ccr_z[0]['z']);
$n_kendala_ccr = count($fungsi_ccr_kendala);
for ($i=1; $i <= $n_kendala_ccr; $i++) {
$f_ccr_z[0]['s'.$i] = 0;
}
# Mengubah Notasi Fungsi Kendala dari >= Menjadi <= dengan Mengkalikan -1
# Menambahkan Var Slack
for ($i=0; $i < $n_kendala_ccr; $i++) {
for ($j=1; $j <= $n_dmu; $j++) {
$fungsi_ccr_kendala[$i]['x'.$j] *= -1;
}
$fungsi_ccr_kendala[$i]['notasi'] = '=';
for ($k=1; $k <= $n_kendala_ccr; $k++) {
if (($i+1) == $k) {
$fungsi_ccr_kendala[$i]['s'.$k] = 1;
$fungsi_ccr_kendala[$i]['b'] = 's'.$k;
} else {
$fungsi_ccr_kendala[$i]['s'.$k] = 0;
}
}
$fungsi_ccr_kendala[$i]['ruas_kanan'] = -$fungsi_ccr_kendala[$i]['ruas_kanan'];
}
$tabel_dual_simplex = array($f_ccr_z, $fungsi_ccr_kendala);
return $tabel_dual_simplex;
}
/**
* Fungsi Perhitungan Dual Simplex
* @param [array] $tabel_ccr [array assoc 3 dimensi]
* @param [integer] $n_dmu [integer]
* @return [array] $hasil [array assoc 3 dimensi]
*/
function dual_simplex($tabel_ccr, $n_dmu) {
$f_ccr_z = $tabel_ccr[0];
$n_kendala_ccr = count($tabel_ccr[1]);
$fungsi_ccr_kendala = array();
for ($i=0; $i < $n_kendala_ccr; $i++) {
$fungsi_ccr_kendala[$i] = $tabel_ccr[1][$i];
}
# Mengecek Kondisi Terminasi
# Ketika Semua Kolom Ruas Kanan >= 0 (Positif)
$min = 100;
for ($i=0; $i < $n_kendala_ccr; $i++) {
if ($min > $fungsi_ccr_kendala[$i]['ruas_kanan']) {
$min = $fungsi_ccr_kendala[$i]['ruas_kanan'];
}
}
if ($min > $f_ccr_z[0]['ruas_kanan']) {
$min = $f_ccr_z[0]['ruas_kanan'];
}
if ($min >= 0) {
$terminasi_ccr = 0; // True
} else {
$terminasi_ccr = 1; // False
}
$iter = 0;
# Perulangan Utama Dual Simplex
while ($terminasi_ccr !== 0) {
$iter++;
# Perhitungan Iterasi
# Mencari Pivot Baris
$pivot_baris_ccr = 100;
for ($i=0; $i < $n_kendala_ccr; $i++) {
if ($fungsi_ccr_kendala[$i]['ruas_kanan'] <= $pivot_baris_ccr) {
$pivot_baris_ccr = $fungsi_ccr_kendala[$i]['ruas_kanan'];
$index_pivot_baris_ccr = $i;
}
}
# Mencari Pivot Kolom
$pivot_kolom_ccr = 100;
$rasio_ccr = 0;
$index_pivot_kolom_ccr = '';
# Non Basis Variabel
for ($j=1; $j <= $n_dmu; $j++) {
if ($fungsi_ccr_kendala[$index_pivot_baris_ccr]['x'.$j] != 0) {
$rasio_ccr = $f_ccr_z[0]['x'.$j] / $fungsi_ccr_kendala[$index_pivot_baris_ccr]['x'.$j];
if (($rasio_ccr < $pivot_kolom_ccr) AND ($rasio_ccr > 0)) {
$pivot_kolom_ccr = $rasio_ccr;
$index_pivot_kolom_ccr = 'x'.$j;
}
}
}
# Basis Variabel
for ($k=1; $k <= $n_kendala_ccr; $k++) {
if ($fungsi_ccr_kendala[$index_pivot_baris_ccr]['s'.$k] != 0) {
$rasio_ccr = $f_ccr_z[0]['s'.$k] / $fungsi_ccr_kendala[$index_pivot_baris_ccr]['s'.$k];
if (($rasio_ccr < $pivot_kolom_ccr) AND ($rasio_ccr > 0)) {
$pivot_kolom_ccr = $rasio_ccr;
$index_pivot_kolom_ccr = 's'.$k;
}
}
}
# Menghitung Baris Baru
if (!ISSET($f_ccr_kendala)) {
$f_ccr_kendala = array();
}
# Baris Yang Berperan Sebagai Pivot Baris
for ($i=1; $i <= $n_dmu; $i++) {
$f_ccr_kendala[$index_pivot_baris_ccr]['x'.$i] = $fungsi_ccr_kendala[$index_pivot_baris_ccr]['x'.$i] / $fungsi_ccr_kendala[$index_pivot_baris_ccr][$index_pivot_kolom_ccr];
}
for ($j=1; $j <= $n_kendala_ccr; $j++) {
$f_ccr_kendala[$index_pivot_baris_ccr]['s'.$j] = $fungsi_ccr_kendala[$index_pivot_baris_ccr]['s'.$j] / $fungsi_ccr_kendala[$index_pivot_baris_ccr][$index_pivot_kolom_ccr];
}
$f_ccr_kendala[$index_pivot_baris_ccr]['ruas_kanan'] = $fungsi_ccr_kendala[$index_pivot_baris_ccr]['ruas_kanan'] / $fungsi_ccr_kendala[$index_pivot_baris_ccr][$index_pivot_kolom_ccr];
$f_ccr_kendala[$index_pivot_baris_ccr]['b'] = $index_pivot_kolom_ccr;
# Selain Pivot Baris
if (!ISSET($f_ccr_z_baru)) {
$f_ccr_z_baru = array();
}
for ($i=0; $i < $n_kendala_ccr; $i++) {
for ($j=1; $j <= $n_dmu; $j++) {
if ($i !== $index_pivot_baris_ccr) {
$f_ccr_kendala[$i]['x'.$j] = $fungsi_ccr_kendala[$i]['x'.$j] + (-$fungsi_ccr_kendala[$i][$index_pivot_kolom_ccr] * $f_ccr_kendala[$index_pivot_baris_ccr]['x'.$j]);
}
$f_ccr_z_baru[0]['x'.$j] = $f_ccr_z[0]['x'.$j] + (-$f_ccr_z[0][$index_pivot_kolom_ccr] * $f_ccr_kendala[$index_pivot_baris_ccr]['x'.$j]);
}
for ($k=1; $k <= $n_kendala_ccr; $k++) {
if ($i !== $index_pivot_baris_ccr) {
$f_ccr_kendala[$i]['s'.$k] = $fungsi_ccr_kendala[$i]['s'.$k] + (-$fungsi_ccr_kendala[$i][$index_pivot_kolom_ccr] * $f_ccr_kendala[$index_pivot_baris_ccr]['s'.$k]);
}
}
if ($i !== $index_pivot_baris_ccr) {
$f_ccr_kendala[$i]['ruas_kanan'] = $fungsi_ccr_kendala[$i]['ruas_kanan'] + (-$fungsi_ccr_kendala[$i][$index_pivot_kolom_ccr] * $f_ccr_kendala[$index_pivot_baris_ccr]['ruas_kanan']);
$f_ccr_kendala[$i]['b'] = $fungsi_ccr_kendala[$i]['b'];
}
$f_ccr_z_baru[0]['ruas_kanan'] = $f_ccr_z[0]['ruas_kanan'] + (-$f_ccr_z[0][$index_pivot_kolom_ccr] * $f_ccr_kendala[$index_pivot_baris_ccr]['ruas_kanan']);
}
for ($j=1; $j <= $n_kendala_ccr; $j++) {
$f_ccr_z_baru[0]['s'.$j] = $f_ccr_z[0]['s'.$j] + (-$f_ccr_z[0][$index_pivot_kolom_ccr] * $f_ccr_kendala[$index_pivot_baris_ccr]['s'.$j]);
}
$hasil = array($f_ccr_kendala, $f_ccr_z_baru);
$fungsi_ccr_kendala = $f_ccr_kendala;
unset($f_ccr_kendala);
$f_ccr_z = $f_ccr_z_baru;
unset($f_ccr_z_baru);
# Mengecek Kondisi Terminasi
# Ketika Semua Kolom Ruas Kanan >= 0 (Positif)
$min = 100;
for ($i=0; $i < $n_kendala_ccr; $i++) {
if ($min > $fungsi_ccr_kendala[$i]['ruas_kanan']) {
$min = $fungsi_ccr_kendala[$i]['ruas_kanan'];
}
}
if ($min > $f_ccr_z[0]['ruas_kanan']) {
$min = $f_ccr_z[0]['ruas_kanan'];
}
if ($min >= 0) {
$terminasi_ccr = 0; // True
} else {
$terminasi_ccr = 1; // False
}
} /* End of While */
return $hasil;
}
/**
* Menghitung Nilai Rekomendasi
* @param [array] $hasil_dual_simplex [array assoc 3 dimensi]
* @param [integer] $n_dmu [jumlah dmu]
* @param [array] $fungsi_ccr_z_awal [array assoc 2 dimensi]
* @param [integer] $n_var_input [jumlah var input]
* @return [array] $rekomendasi [array assoc 2 dimensi]
*/
function rekomendasi($hasil_dual_simplex, $n_dmu, $fungsi_ccr_z_awal, $n_var_input) {
$fungsi_ccr_z = $hasil_dual_simplex[1];
$fungsi_ccr_kendala = $hasil_dual_simplex[0];
$n_kendala_ccr = count($fungsi_ccr_kendala);
$data_awal = $rekomendasi = array();
for ($i=0; $i < $n_var_input; $i++) {
$y = $i+1;
for ($j=1; $j <= $n_dmu; $j++) {
$data_awal['dmu'.$j]['x'.$y] = $fungsi_ccr_z_awal[$i]['x'.$j];
}
}
$benchmark = 0;
for ($i=0; $i < $n_kendala_ccr; $i++) {
for ($j=1; $j <= $n_dmu; $j++) {
if ($fungsi_ccr_kendala[$i]['b'] == 'x'.$j) {
$benchmark++;
if ($benchmark > 1) {
# DMU yang menjadi Benchmark ada > 1
for ($k=1; $k <= $n_var_input; $k++) {
$rekomendasi[0]['x'.$k] += round($fungsi_ccr_kendala[$i]['ruas_kanan'] * $data_awal['dmu'.$j]['x'.$k]);
}
} else {
# DMU yang menjadi Benchmark hanya ada 1
for ($k=1; $k <= $n_var_input; $k++) {
$rekomendasi[0]['x'.$k] = round($fungsi_ccr_kendala[$i]['ruas_kanan'] * $data_awal['dmu'.$j]['x'.$k]);
}
}
}
}
}
return $rekomendasi;
}
header('Location: ../beranda.php');
?>