LAMPIRAN Kode Program

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1 73 LAMPIRAN Kode Program 1. Index.php <!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" " <html xmlns=" <head> <meta http-equiv="content-type" content="text/html; charset=utf-8" /> <title>flood Prediction</title> <link href="library/css/style.css" rel="stylesheet"> <link href="library/css/bootstrap.min.css" rel="stylesheet"> <link href="library/css/justified.css" rel="stylesheet"> </head> <body class="twocolelslthdr"> <div id="container"> <div id="header"> </div> <div id="sidebar"> <ul class="nav nav-justified"> <li><a href="index.php">home</a></li> <li><a href="index.php?p=modul/home/air.php">data Tinggi Permukaan Air</a></li> <li><a href="index.php?p=modul/home/form_show.php">prediksi</a></li> <li><a href="modul/login/login.php">login</a></li> </ul> </div> <div id="maincontent"> if($_request['p']!="") include $_REQUEST['p']; include "modul/home/content.php"; </div> <br class="clearfloat" /> <div id="footer" align="center" style="color:#000000"> Elfandra Srg ( )<br /> Teknologi Informasi </div> </div> </div> </body> </html>

2 74 2. form_show include "koneksi/koneksi.php"; $s=mysql_query("select * from parameter", $koneksi) or die (mysql_error); $r=mysql_fetch_array($s); <script language="javascript" src="library/js/cal2.js"></script> <script language="javascript" src="library/js/cal_conf2.js"></script> <script type="text/javascript" src="library/js/jquery min.js"></script> <script type="text/javascript"> $(document).ready(function() $().ajaxstart(function() $('#hasil_prediksi').hide(); ).ajaxstop(function() $('#hasil_prediksi').fadein('slow'); ); $('#myform').submit(function() $("#hasil_prediksi").html('<img src="image/ajax.gif">'); var thres = $("#thres").val(); var error1 = $("#error1").val(); var rate1 = $("#rate1").val(); var rate2 = $("#rate2").val(); var tanggal = $("#tanggal").val(); var tanggal1 = $("#tanggal1").val(); $.ajax( type: 'POST', url: $(this).attr('action'), data: 'thres='+thres+'&error1='+error1+'&rate1='+rate1+'&rate2='+rate2+'&tanggal='+tangga l+'&tanggal1='+tanggal1, success: function(data) $("#hasil_prediksi").html(''); alert('berhasil'); document.location.href='index.php?p=modul/home/testing/show.php'; ); ); ); </script> <h1>prediksi</h1> <form id="myform" method="post" action="index.php?p=modul/home/testing/show.php" name="sampleform">

3 75 <table width="399" border="0"> <td width="135" height="49">sensitive Threshold</td> <td width="5">:</td> <td width="214"><input type="text" name="thres" value=" echo $r['thres']; "></td> <td height="42">error Threshold</td> <td><input type="text" name="error1" value=" echo $r['error1']; "></td> <td height="43">learning Rate 1</td> <td><input type="text" name="rate1" value=" echo $r['rate1']; "></td> <td height="45">learning Rate 2</td> <td><input type="text" name="rate2" value=" echo $r['rate2']; "></td> <td height="45">dari Tanggal</td> <td><input type="text" name="tanggal"><small><a href="javascript:showcal('calendar1')">select Date</a></small></td> <td height="46">sampai Tanggal</td> <td><input type="text" name="tanggal1"><small><a href="javascript:showcal('calendar2')">select Date</a></small></td> <td height="45">input Hari</td> <td><input type="text" name="hari" size="5"/> Hari</td> <iframe width=174 height=189 name="gtoday:normal:agenda.js" id="gtoday:normal:agenda.js" src="ipopeng.htm" scrolling="no" frameborder="0" style="visibility:visible; z-index:999; position:absolute; top:-500px; left:-500px;"> </iframe> <td height="62" colspan="2"><input type="submit" name="testing" value="submit"></td>

4 76 </table> </form> <div id="loading" style="display:none" align="center"><img src="loader.gif" alt="loading" /></div> <div id="hasil_prediksi" style="display:none" align="center"></div> 3. show.php <script type="text/javascript" src="library/js/jquery.min.js"></script> <script>!window.jquery && document.write('<script src="library/js/jquery min.js"><\/script>'); </script> <script type="text/javascript" src="library/fancybox/jquery.mousewheel pack.js"></script> <script type="text/javascript" src="library/fancybox/jquery.fancybox pack.js"></script> <link rel="stylesheet" type="text/css" href="library/fancybox/jquery.fancybox css" media="screen" /> <script type="text/javascript"> $(document).ready(function() /* * Examples - various */ $("#various1").fancybox( 'titleposition' 'transitionin' 'transitionout' ); : 'inside', : 'none' $("#various2").fancybox(); $("#various3").fancybox( 'width' 'height' 'autoscale' 'transitionin' 'transitionout' 'type' ); $("#various4").fancybox( 'width' 'height' 'autoscale' 'transitionin' 'transitionout' 'type' ); : '85%', : '85%', : false, : 'iframe' : '80%', : '80%', : false, : 'iframe'

5 77 ); </script> set_time_limit(0); error_reporting(0); include "koneksi/koneksi.php"; $waktu_mulai = microtime(true); $thres=$_request['thres']; $error1=$_request['error1']; $rate1=$_request['rate1']; $rate2=$_request['rate2']; $tanggal=$_request['tanggal']; $tanggal1=$_request['tanggal1']; $hari=$_request['hari']; $t1 = explode("-", $tanggal); $dt1 = $t1[0].'-'.$t1[1].'-'.$t1[2]; $t2 = explode("-", $tanggal1); $dt2 = $t2[0].'-'.$t2[1].'-'.$t2[2]; $d = mysql_query("select min(tgl) as min_tanggal, adddate('$dt1', -1) as max_tanggal from air"); $d1 = mysql_fetch_array($d); $tr1 = explode('-', $d1["min_tanggal"]); $dr1 = $tr1[0].'-'.$tr1[1].'-'.$tr1[2]; $tr2 = explode('-', $d1["max_tanggal"]); $dr2 = $tr2[0].'-'.$tr2[1].'-'.$tr2[2]; $qi=mysql_query("select * from air where tgl<='$dt1'"); $po=mysql_num_rows($qi); $tu=mysql_query("select * from air where tgl>='$dt1' and tgl<='$dt2'"); $gt=mysql_num_rows($tu); $tr=$gt/$po; $_SESSION['reza']=$tr; if($tr >= 0.5) <script language="javascript"> <!-- alert('maaf, data tidak bisa ditampilkan. Data kurang dari 80%') window.location = "index.php?p=modul/home/testing/form_show.php";

6 78 --></script> <h1> Hasil Prediksi </h1> Sensitive Threshold : echo $thres; <br> Error Threshold : echo $error1; <br> Learning Rate 1 : echo $rate1; <br> Learning Rate 2 : echo $rate2; <br> Tanggal Testing : echo $dt1; sampai echo $dt2; <br> Jumlah Data Testing : $r1=mysql_query("select * from air where tgl>='$tanggal' and tgl<='$tanggal1'"); $t1=mysql_num_rows($r1); echo $t1; Data<br> Input hari : echo $hari; Hari<br> $yt=mysql_query("select sum(actual) as acttotal, sum(ramal) as actramal from ramal"); $rq=mysql_fetch_array($yt); $sumactual=$rq[acttotal]; $sumramal=$rq[actramal]; $ut=($sumactual/$sumramal); include "../koneksi.php"; error_reporting(0); $d=mysql_query("select max(ukuran) as max_air, min(ukuran) as min_air from air"); while($d1 = mysql_fetch_array($d)) $maxmal = $d1["max_air"]; $minmal = $d1["min_air"]; $midmal = ($minmal + $maxmal)/2; $t1 = explode("-", $tanggal); $dt1 = $t1[0].'-'.$t1[1].'-'.$t1[2]; $t2 = explode("-", $tanggal1); $dt2 = $t2[0].'-'.$t2[1].'-'.$t2[2]; $d = mysql_query("select min(tgl) as min_tanggal, adddate('$dt1', -1) as max_tanggal from air"); $d1 = mysql_fetch_array($d);

7 79 $tr1 = explode('-', $d1["min_tanggal"]); $dr1 = $tr1[0].'-'.$tr1[1].'-'.$tr1[2]; $tr2 = explode('-', $d1["max_tanggal"]); $dr2 = $tr2[0].'-'.$tr2[1].'-'.$tr2[2]; //************************* TRAINING********************************// $i=0; $q = mysql_query("select * from air where tgl>='".$d1["min_tanggal"]."' and tgl<='".$d1["max_tanggal"]."'"); $jml = mysql_num_rows($q); while($q1 = mysql_fetch_array($q)) $ukur[$i] = $q1["ukuran"]; ; $tgl[$i] = $q1["tgl"]; $i++; //normalisasi for($i=0; $i<count($ukur); $i++) $nilmal[$i] = ((0.8 * ($ukur[$i] - $minmal))/($maxmal - $minmal))+0.1; // Triangle Member Function for($i=0; $i<count($nilmal); $i++) if($nilmal[$i] < 0) $fuzzy[$i][0] = 0; if($nilmal[$i] >= 0 and $nilmal[$i] < 0.5) $fuzzy[$i][0] = ($nilmal[$i] - 0) / (0.5-0); if($nilmal[$i] >= 0.5 and $nilmal[$i] < 1) $fuzzy[$i][0] = (1 - $nilmal[$i]) / (1-0.5); $fuzzy[$i][0] = 0; $fuzzy[$i][1] = $nilmal[$i];

8 80 $i=0; $rnode=0; $W1[$rNode]= $fuzzy[$i][0]; $W2[$rNode]= $fuzzy[$i][1]; $k=0; $t=0; while($i<count($fuzzy) and $rnode < $jml ) $dis=0; for($j=0; $j<=$rnode; $j++) $dis += (abs($fuzzy[$i][0] - $W1[$j])/2); // Distance $Distance[$k][0] = $rnode; $Distance[$k][1] = $i; $Distance[$k][2] = $dis/array_sum($w1); $Distance[$k][3] = exp(-(pow($distance[$k][2], 2))); // get max(a1) from rule node (rnode) if($mxa1[$rnode][0] == '') $mxa1[$rnode][0] = $rnode; $mxa1[$rnode][1] = $Distance[$k][3]; if($mxa1[$rnode][1] < $Distance[$k][3]) $mxa1[$rnode][0] = $rnode; $mxa1[$rnode][1] = $Distance[$k][3]; if($mxa1[$rnode][1] > $thres) // get A2 and Err $A2 = $mxa1[$rnode][1] * $W2[$rNode]; $Err = abs($a2 - $fuzzy[$i][1]); // cek max (A2) from rule node (rnode) if($mxa2[$rnode][0] == '') $mxa2[$rnode][0] = $rnode; $mxa2[$rnode][1] = $A2; $mxa2[$rnode][2] = $Err; if($mxa2[$rnode][1] < $A2) $mxa2[$rnode][0] = $rnode;

9 81 $mxa2[$rnode][1] = $A2; $mxa2[$rnode][2] = $Err; if(($err < $error1) or ($rnode == $i)) $hasil[$i][0] = $rnode; $hasil[$i][1] = $i; $hasil[$i][2] = $fuzzy[$i][0]; $hasil[$i][3] = $fuzzy[$i][1]; $hasil[$i][4] = $A2; $hasil[$i][5] = $Err; $mxa1[$rnode][1]); $Dist = $fuzzy[$i][0] - $W1[$rNode]; $W1[$rNode] = $W1[$rNode] + ($rate1 * $Dist); $W2[$rNode] = $W2[$rNode] + ($rate2 * $Err * $i++; $rnode++; $W1[$rNode] = $fuzzy[$i][0]; $W2[$rNode] = $fuzzy[$i][1]; $rnode++; $W1[$rNode] = $fuzzy[$i][0]; $W2[$rNode] = $fuzzy[$i][1]; $k++;

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