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Evolutianary computation: komputasi berbasis evolusi dan genetika

Suyanto - Personal Name;

Daftar isi:

1. Pendahuluan
1.1 “Evolusi” dan “Genetika”
1.2 Posisi Evolutionary Computation
1.3 Sejarah EC
1.4 EC Saat Ini
1.5 EC Masa Depan

2. Memahami Evolutionary Algorithms
2.1 Apa itu Eas?
2.2 Mengapa kita membutuhkan Eas?
2.3 Kapan Eas akan digunakan?
2.4 Dimana Eas digunakan
2.5 Bagaimana menggunakan Eas

3. Genetics Algorithms
3.1 Simple GA
3.2 Studi Kasus : Masalah Optimasi
3.3 Representasi Individu
3.4 Nilai Fitness
3.5 Seleksi OrangTua
3.6 Rekombinasi
3.7 Mutasi
3.8 Seleksi Survivor
3.9 Pembuktian GA secara Matematis
3.10 Aplikasi GA
3.11 Studi kasus

4. Evolution Strategies
4.1 Es Pada Masa awal
4.2 Representasi Individu
4.3 Sleksi OrangTua
4.4 Rekombinasi
4.5 Mutasi
4.6 Seleksi Survivor
4.7 Self adaption

5. Evolutionary Programming
5.1 EP Tradisional
5.2 Representasi Individu
5.3 Sleksi OrangTua
5.4 Rekombinasi
5.5 Mutasi
5.6 Seleksi Survivor
5.7 Aplikasi EP

6. Genetic Programming
6.1 Apa itu GP?
6.2 Proses Evolusi
6.3 Representasi Individu
6.4 Sleksi OrangTua
6.5 Rekombinasi
6.6 Mutasi
6.7 Seleksi Survivor
6.8 Inisialisasi
6.9 Aplikasi GP

7. Differential Evolution
7.1 Apa itu DE ?
7.2 Masalah Optimasi
7.3 De Untuk Optimasi
7.4 Performasi DE

8. Grammatical Evolution
8.1 apa itu GE?
8.2 backus naur from (BNF)
8.3 representasi Individu
8.4 operator Evolusi
8.5 performansi GE

9. Konvergensi Prematur dan Pencegahannya
9.1 Konvergensi Prematur
9.2 Island Model Eas
9.3 Representasi Rumit (Messy Encoding)
9.4 Adaptive Eas

10. Studi Kasus
10.1 strategi menggunakan Eas
10.2 Graph Bisection
10.3 Masalah 8-queens
10.4 TSP dengan Batasan
10.5 Penjadwalan Kuliah
10.6 Pemotongan Bahan
10.7 Peramalan Untuk Data Time Series


Availability
#
Perpustakaan Poltek SSN 141
000 01429
Available
Detail Information
Series Title
--
Call Number
004 SUY e
Publisher
Bandung : Informatika., 2008
Collation
xxiv, 246 hlm.; ilus.; 24 cm
Language
Indonesia
ISBN/ISSN
9789791153386
Classification
004
Content Type
-
Media Type
-
Carrier Type
-
Edition
Cetakan pertama
Subject(s)
-
Specific Detail Info
--
Statement of Responsibility
Suyanto
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