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update

This commit is contained in:
Prayoga K. I. 2026-07-05 18:29:13 +07:00
parent 90a77754ef
commit 34c1c586e0
1 changed files with 163 additions and 176 deletions
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339
app/Services/ForwardChainingService.php
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@ -10,16 +10,16 @@ class ForwardChainingService
* Data rules untuk forward chaining
*/
private $rules = [
['id' => 1, 'penyakit_id' => 1, 'kode' => 'R1', 'gejala_ids' => [11, 17, 5, 6]],
['id' => 2, 'penyakit_id' => 2, 'kode' => 'R2', 'gejala_ids' => [12, 5, 6]],
['id' => 3, 'penyakit_id' => 3, 'kode' => 'R3', 'gejala_ids' => [10, 5, 6]],
['id' => 4, 'penyakit_id' => 4, 'kode' => 'R4', 'gejala_ids' => [11, 22, 5]],
['id' => 5, 'penyakit_id' => 5, 'kode' => 'R5', 'gejala_ids' => [1, 9, 13, 21]],
['id' => 6, 'penyakit_id' => 6, 'kode' => 'R6', 'gejala_ids' => [22, 5, 8]],
['id' => 7, 'penyakit_id' => 7, 'kode' => 'R7', 'gejala_ids' => [14, 23, 19]],
['id' => 8, 'penyakit_id' => 8, 'kode' => 'R8', 'gejala_ids' => [8, 23, 19]],
['id' => 9, 'penyakit_id' => 9, 'kode' => 'R9', 'gejala_ids' => [1, 2, 24]],
['id' => 10, 'penyakit_id' => 10, 'kode' => 'R10', 'gejala_ids' => [4, 18, 24]],
['id' => 1, 'penyakit_id' => 1, 'kode' => 'R1', 'gejala_ids' => [12, 18, 6, 7]],
['id' => 2, 'penyakit_id' => 2, 'kode' => 'R2', 'gejala_ids' => [13, 6, 7]],
['id' => 3, 'penyakit_id' => 3, 'kode' => 'R3', 'gejala_ids' => [11, 6, 7]],
['id' => 4, 'penyakit_id' => 4, 'kode' => 'R4', 'gejala_ids' => [12, 23, 6]],
['id' => 5, 'penyakit_id' => 5, 'kode' => 'R5', 'gejala_ids' => [1, 10, 14, 22]],
['id' => 6, 'penyakit_id' => 6, 'kode' => 'R6', 'gejala_ids' => [23, 6, 9]],
['id' => 7, 'penyakit_id' => 7, 'kode' => 'R7', 'gejala_ids' => [15, 24, 20]],
['id' => 8, 'penyakit_id' => 8, 'kode' => 'R8', 'gejala_ids' => [9, 24, 20]],
['id' => 9, 'penyakit_id' => 9, 'kode' => 'R9', 'gejala_ids' => [1, 2, 25]],
['id' => 10, 'penyakit_id' => 10, 'kode' => 'R10', 'gejala_ids' => [5, 19, 25]],
];
/**
@ -29,28 +29,29 @@ class ForwardChainingService
private $gejalaKodeMap = [
'G01' => 1,
'G02' => 2,
'G04' => 3,
'G05' => 4,
'G06' => 5,
'G07' => 6,
'G08' => 7,
'G09' => 8,
'G10' => 9,
'G11' => 10,
'G12' => 11,
'G13' => 12,
'G14' => 13,
'G15' => 14,
'G16' => 15,
'G17' => 16,
'G18' => 17,
'G19' => 18,
'G20' => 19,
'G21' => 20,
'G22' => 21,
'G23' => 22,
'G24' => 23,
'G25' => 24,
'G03' => 3,
'G04' => 4,
'G05' => 5,
'G06' => 6,
'G07' => 7,
'G08' => 8,
'G09' => 9,
'G10' => 10,
'G11' => 11,
'G12' => 12,
'G13' => 13,
'G14' => 14,
'G15' => 15,
'G16' => 16,
'G17' => 17,
'G18' => 18,
'G19' => 19,
'G20' => 20,
'G21' => 21,
'G22' => 22,
'G23' => 23,
'G24' => 24,
'G25' => 25,
];
/**
@ -58,56 +59,56 @@ class ForwardChainingService
*/
private $penyakitGejala = [
// R1: P01 - G12 AND G18 AND G06 AND G07
['penyakit_id' => 1, 'gejala_id' => 11, 'cf_pakar' => 1.0],
['penyakit_id' => 1, 'gejala_id' => 17, 'cf_pakar' => 0.8],
['penyakit_id' => 1, 'gejala_id' => 5, 'cf_pakar' => 0.6],
['penyakit_id' => 1, 'gejala_id' => 6, 'cf_pakar' => 0.8],
['penyakit_id' => 1, 'gejala_id' => 12, 'cf_pakar' => 1.0],
['penyakit_id' => 1, 'gejala_id' => 18, 'cf_pakar' => 0.8],
['penyakit_id' => 1, 'gejala_id' => 6, 'cf_pakar' => 0.6],
['penyakit_id' => 1, 'gejala_id' => 7, 'cf_pakar' => 0.8],
// R2: P02 - G13 AND G06 AND G07
['penyakit_id' => 2, 'gejala_id' => 12, 'cf_pakar' => 1.0],
['penyakit_id' => 2, 'gejala_id' => 5, 'cf_pakar' => 0.6],
['penyakit_id' => 2, 'gejala_id' => 6, 'cf_pakar' => 0.8],
['penyakit_id' => 2, 'gejala_id' => 13, 'cf_pakar' => 1.0],
['penyakit_id' => 2, 'gejala_id' => 6, 'cf_pakar' => 0.6],
['penyakit_id' => 2, 'gejala_id' => 7, 'cf_pakar' => 0.8],
// R3: P03 - G11 AND G06 AND G07
['penyakit_id' => 3, 'gejala_id' => 10, 'cf_pakar' => 1.0],
['penyakit_id' => 3, 'gejala_id' => 5, 'cf_pakar' => 0.6],
['penyakit_id' => 3, 'gejala_id' => 6, 'cf_pakar' => 0.8],
['penyakit_id' => 3, 'gejala_id' => 11, 'cf_pakar' => 1.0],
['penyakit_id' => 3, 'gejala_id' => 6, 'cf_pakar' => 0.6],
['penyakit_id' => 3, 'gejala_id' => 7, 'cf_pakar' => 0.8],
// R4: P04 - G12 AND G23 AND G06
['penyakit_id' => 4, 'gejala_id' => 11, 'cf_pakar' => 1.0],
['penyakit_id' => 4, 'gejala_id' => 22, 'cf_pakar' => 0.8],
['penyakit_id' => 4, 'gejala_id' => 5, 'cf_pakar' => 0.6],
['penyakit_id' => 4, 'gejala_id' => 12, 'cf_pakar' => 1.0],
['penyakit_id' => 4, 'gejala_id' => 23, 'cf_pakar' => 0.8],
['penyakit_id' => 4, 'gejala_id' => 6, 'cf_pakar' => 0.6],
// R5: P05 - G01 AND G10 AND G14 AND G22
['penyakit_id' => 5, 'gejala_id' => 1, 'cf_pakar' => 1.0],
['penyakit_id' => 5, 'gejala_id' => 9, 'cf_pakar' => 0.8],
['penyakit_id' => 5, 'gejala_id' => 13, 'cf_pakar' => 0.8],
['penyakit_id' => 5, 'gejala_id' => 21, 'cf_pakar' => 0.8],
['penyakit_id' => 5, 'gejala_id' => 10, 'cf_pakar' => 0.8],
['penyakit_id' => 5, 'gejala_id' => 14, 'cf_pakar' => 0.8],
['penyakit_id' => 5, 'gejala_id' => 22, 'cf_pakar' => 0.8],
// R6: P06 - G23 AND G06 AND G09
['penyakit_id' => 6, 'gejala_id' => 22, 'cf_pakar' => 1.0],
['penyakit_id' => 6, 'gejala_id' => 5, 'cf_pakar' => 0.6],
['penyakit_id' => 6, 'gejala_id' => 8, 'cf_pakar' => 0.6],
['penyakit_id' => 6, 'gejala_id' => 23, 'cf_pakar' => 1.0],
['penyakit_id' => 6, 'gejala_id' => 6, 'cf_pakar' => 0.6],
['penyakit_id' => 6, 'gejala_id' => 9, 'cf_pakar' => 0.6],
// R7: P07 - G15 AND G24 AND G20
['penyakit_id' => 7, 'gejala_id' => 14, 'cf_pakar' => 1.0],
['penyakit_id' => 7, 'gejala_id' => 23, 'cf_pakar' => 0.8],
['penyakit_id' => 7, 'gejala_id' => 19, 'cf_pakar' => 0.6],
['penyakit_id' => 7, 'gejala_id' => 15, 'cf_pakar' => 1.0],
['penyakit_id' => 7, 'gejala_id' => 24, 'cf_pakar' => 0.8],
['penyakit_id' => 7, 'gejala_id' => 20, 'cf_pakar' => 0.6],
// R8: P08 - G09 AND G24 AND G20
['penyakit_id' => 8, 'gejala_id' => 8, 'cf_pakar' => 1.0],
['penyakit_id' => 8, 'gejala_id' => 23, 'cf_pakar' => 0.8],
['penyakit_id' => 8, 'gejala_id' => 19, 'cf_pakar' => 0.6],
['penyakit_id' => 8, 'gejala_id' => 9, 'cf_pakar' => 1.0],
['penyakit_id' => 8, 'gejala_id' => 24, 'cf_pakar' => 0.8],
['penyakit_id' => 8, 'gejala_id' => 20, 'cf_pakar' => 0.6],
// R9: P09 - G01 AND G02 AND G25
['penyakit_id' => 9, 'gejala_id' => 1, 'cf_pakar' => 1.0],
['penyakit_id' => 9, 'gejala_id' => 2, 'cf_pakar' => 0.8],
['penyakit_id' => 9, 'gejala_id' => 24, 'cf_pakar' => 0.8],
['penyakit_id' => 9, 'gejala_id' => 25, 'cf_pakar' => 0.8],
// R10: P10 - G05 AND G19 AND G25
['penyakit_id' => 10, 'gejala_id' => 4, 'cf_pakar' => 1.0],
['penyakit_id' => 10, 'gejala_id' => 18, 'cf_pakar' => 0.8],
['penyakit_id' => 10, 'gejala_id' => 24, 'cf_pakar' => 0.8],
['penyakit_id' => 10, 'gejala_id' => 5, 'cf_pakar' => 1.0],
['penyakit_id' => 10, 'gejala_id' => 19, 'cf_pakar' => 0.8],
['penyakit_id' => 10, 'gejala_id' => 25, 'cf_pakar' => 0.8],
];
/**
@ -117,111 +118,111 @@ class ForwardChainingService
private $decisionTree = [
'root' => [
'name' => 'Diagnosis Jamur Tiram',
'primary_symptoms' => [1, 5, 8, 11, 12, 14], // Gejala utama untuk initial split
'primary_symptoms' => [1, 6, 9, 12, 13, 15], // Gejala utama untuk initial split
'branches' => [
// Branch 1: Gejala 11 (Tubuh Buah Pucat)
[
'symptom_id' => 11,
'name' => 'Tubuh Buah Pucat',
'children' => [
[
'symptom_id' => 17,
'name' => 'Ada Lendir',
'penyakit_ids' => [1] // R1: Penyakit 1
],
[
'symptom_id' => 22,
'name' => 'Bau Menyengat',
'penyakit_ids' => [4] // R4: Penyakit 4
]
]
],
// Branch 2: Gejala 12 (Umbi Membusuk)
// Branch 1: Gejala 12 (G12 - Bintik noda hijau)
[
'symptom_id' => 12,
'name' => 'Umbi Membusuk',
'children' => [
[
'symptom_id' => 5,
'name' => 'Substrat Basah',
'penyakit_ids' => [2] // R2: Penyakit 2
]
]
],
// Branch 3: Gejala 10 (Kepala Susu Coklat)
[
'symptom_id' => 10,
'name' => 'Kepala Susu Coklat',
'children' => [
[
'symptom_id' => 5,
'name' => 'Substrat Basah',
'penyakit_ids' => [3] // R3: Penyakit 3
]
]
],
// Branch 4: Gejala 1 (Jamur Putih pada Kepala Susu)
[
'symptom_id' => 1,
'name' => 'Jamur Putih pada Kepala Susu',
'children' => [
[
'symptom_id' => 9,
'name' => 'Busuk Pangkal',
'penyakit_ids' => [5] // R5: Penyakit 5
],
[
'symptom_id' => 2,
'name' => 'Berbau Asam',
'penyakit_ids' => [9] // R9: Penyakit 9
]
]
],
// Branch 5: Gejala 22 (Bau Menyengat)
[
'symptom_id' => 22,
'name' => 'Bau Menyengat',
'children' => [
[
'symptom_id' => 8,
'name' => 'Kepala Susu Berlendir',
'penyakit_ids' => [6] // R6: Penyakit 6
]
]
],
// Branch 6: Gejala 14 (Kepala Susu Kerdil)
[
'symptom_id' => 14,
'name' => 'Kepala Susu Kerdil',
'children' => [
[
'symptom_id' => 23,
'name' => 'Warna Tidak Seragam',
'penyakit_ids' => [7] // R7: Penyakit 7
]
]
],
// Branch 7: Gejala 8 dan 23 (Non-primary)
[
'symptom_id' => 8,
'name' => 'Kepala Susu Berlendir',
'children' => [
[
'symptom_id' => 19,
'name' => 'Miselium Tidak Berkembang',
'penyakit_ids' => [8] // R8: Penyakit 8
]
]
],
// Branch 8: Gejala 4 (Pertumbuhan Terganggu)
[
'symptom_id' => 4,
'name' => 'Pertumbuhan Terganggu',
'name' => 'Bintik Noda Hijau',
'children' => [
[
'symptom_id' => 18,
'name' => 'Kontaminan Terlihat',
'penyakit_ids' => [10] // R10: Penyakit 10
'name' => 'Noda Hijau di Daun',
'penyakit_ids' => [1] // R1: P01 - Trichoderma
],
[
'symptom_id' => 23,
'name' => 'Warna Coklat pada Miselium',
'penyakit_ids' => [4] // R4: P04 - Penicilium
]
]
],
// Branch 2: Gejala 13 (G13 - Tepung orange)
[
'symptom_id' => 13,
'name' => 'Tepung Orange pada Baglog',
'children' => [
[
'symptom_id' => 6,
'name' => 'Pertumbuhan Lambat',
'penyakit_ids' => [2] // R2: P02 - Neurospora
]
]
],
// Branch 3: Gejala 11 (G11 - Noda hitam)
[
'symptom_id' => 11,
'name' => 'Noda Hitam pada Baglog',
'children' => [
[
'symptom_id' => 6,
'name' => 'Pertumbuhan Lambat',
'penyakit_ids' => [3] // R3: P03 - Mucor
]
]
],
// Branch 4: Gejala 1 (G01 - Membusuk)
[
'symptom_id' => 1,
'name' => 'Jamur Tiram Membusuk',
'children' => [
[
'symptom_id' => 10,
'name' => 'Bau Menyengat',
'penyakit_ids' => [5] // R5: P05 - Pseudomonas
],
[
'symptom_id' => 2,
'name' => 'Jamur Tiram Keriput',
'penyakit_ids' => [9] // R9: P09 - Lalat
]
]
],
// Branch 5: Gejala 23 (G23 - Warna coklat miselium)
[
'symptom_id' => 23,
'name' => 'Warna Coklat pada Miselium',
'children' => [
[
'symptom_id' => 9,
'name' => 'Baglog Rusak',
'penyakit_ids' => [6] // R6: P06 - Chaetomium
]
]
],
// Branch 6: Gejala 15 (G15 - Warna biru)
[
'symptom_id' => 15,
'name' => 'Warna Biru pada Ujung Jamur',
'children' => [
[
'symptom_id' => 24,
'name' => 'Kerusakan Tubuh Buah',
'penyakit_ids' => [7] // R7: P07 - Coprinus
]
]
],
// Branch 7: Gejala 9 (G09 - Baglog rusak)
[
'symptom_id' => 9,
'name' => 'Baglog Rusak',
'children' => [
[
'symptom_id' => 20,
'name' => 'Jamur Rontok',
'penyakit_ids' => [8] // R8: P08 - Tikus
]
]
],
// Branch 8: Gejala 5 (G05 - Tumbuh kecil)
[
'symptom_id' => 5,
'name' => 'Jamur Tumbuh Kecil',
'children' => [
[
'symptom_id' => 19,
'name' => 'Perakaran Lembek',
'penyakit_ids' => [10] // R10: P10 - Tungau
]
]
]
@ -293,9 +294,7 @@ private function extractPenyakitFromBranch(array $branch, array $selectedGejalaI
/**
* Mencari penyakit berdasarkan gejala menggunakan AND logic.
* Prioritas utama: exact match dengan rule (semua gejala rule harus terpenuhi).
* Fallback: penyakit yang memiliki setidaknya satu gejala yang dipilih
* (CF tetap menghitung keyakinan secara proporsional).
* Semua gejala dalam rule harus terpenuhi (exact match).
*
* @param array $selectedGejalaIds Array ID gejala yang dipilih user
* @return array Array of Penyakit models
@ -304,7 +303,7 @@ public function findMatchingDiseases(array $selectedGejalaIds): array
{
$matchingPenyakitIds = [];
// Prioritas 1: Exact AND match dengan rule
// Exact AND match dengan rule (semua gejala rule harus terpenuhi)
foreach ($this->rules as $rule) {
$ruleGejalaIds = $rule['gejala_ids'] ?? [];
@ -321,18 +320,6 @@ public function findMatchingDiseases(array $selectedGejalaIds): array
}
}
// Fallback: penyakit dengan gejala terkait (partial match)
// CF akan menangani perhitungan keyakinan secara proporsional
if (empty($matchingPenyakitIds)) {
$penyakitIds = [];
foreach ($this->penyakitGejala as $pg) {
if (in_array($pg['gejala_id'], $selectedGejalaIds)) {
$penyakitIds[] = $pg['penyakit_id'];
}
}
$matchingPenyakitIds = $penyakitIds;
}
return Penyakit::whereIn('id', array_unique($matchingPenyakitIds))->get()->all();
}
}