Introduction to Natural Computing
درس اصلی مقطع کارشناسی ارشد و دکترای
Term: Spring
Units: 3
Course Text
S. Seyedtabaii, Natural Computing course notes, Shahed University, For printing: NaturalComputingText.pdf, For mobile use: 
Natural computing M.pdf 1399/01/18
References
- Computational Intelligence, 2nd ed.(A. P. Engelbrecht)
-
Bio-Inspired Artificial Intelligence Theories, Methods, and Technologies (D. Floreano & C. Mattiussi)
Course evaluation
0 Natural Computing Quiz.pdf 00/11/23- کووئیزها سوال و جوابی است که از متن درس استخراج می کنید. هر کوییز یک برگی مربوط دو جلسه درس است.
NaturalComputingF912.pd- سقف نمره برای n جلسه غیبت ( min(8,(n/2.5)^2 است.
Course Outline
1) Introduction
2) Basic GA: Evolutionary Biology- Simple Genetic Algorithm
3) Algorithms basic steps-
4) Problem formulation Quiz 1
5) More recombination and mutations- -Lab1
6) Other evolutionary algorithms: E. Strategy, E. Programming- Differential evolution- Simulated Anealing- Cultural evolution-Co-Evolution Quiz 2
7) Genetic Programming- LAb2
8) Particle Swarm Optimization-
9) Ant Colony Optimization- Lab 3- Quiz 3
10) Artificial Immune System
11) Cellular Automata -L systems- Fractal Geometry
12) DNA & Quantum Computing Lab4
13) Course review Quiz 4
Web resources
* 2nd METAHEURISTIC ALGORITHMS
*Collection of natural computing programs: http://www.yarpiz.com
Other metaheuristic algorithms
You may search for their description and MATLAB codes in internet.
| ANGEL Algorithm |
| Artificial Algae Algorithm (AAA) |
| Artificial Immune System |
| Base Optimization Algorithm (BOA) |
| Cat Swarm Optimization (CSO) |
| Chemical Reaction Optimization (CRO) |
| Clonal Selection Algorithm (CLONALG) |
| Cuckoo Search Optimization Algorithm (CSOA) |
| Elephant Search Algorithm (ESA) |
| Fish Swarm Algorithm (FSA) |
| FPA With Clonal Selection Algorithm (CSA) |
| Gases Brownian Motion Optimization (GBMO) |
| Genetic Algorithm |
| Genetic Bee Colony (GBC) Algorithm, |
| Gravitational Search Algorithm (GSA) |
| Grey Wolf Optimization (GWO) |
| Harmony Search (HS) |
| League Championship Algorithm (LCA) |
| Method of Musical Composition (MMC) |
| MKF-Cuckoo Algorithm |
| Moth flame optimization (MFO) |
| Multi-Objective Particle Swarm Optimization With Crowding Distance (MOPSO-CD) |
| Non-dominated Sorting Genetic Algorithm (NSGA-II) |
| PARTIAL OPTIMIZATION METAHEURISTIC UNDER SPECIAL INTENSIFICATION CONDITIONS (POPMUSIC) |
| Particle swarm optimization (PSO) |
| Simulated Annealing (SA) |
| Sine Cosine Algorithm (SCA) |
| TABU SEARCH (TS) |
| Teaching–Learning-Based Optimization (TLBO) |
| VARIABLE NEIGHBORHOOD SEARCH (VNS) |
| Water Waves Optimization (WWO) |
| Whale Optimization Algorithm (WOA) |
| Artificial Bee Colony (ABC) |
| Ant Colony Optimization (ACO) |
| firefly algorithm (FA) |
| bat algorithm (BA) |
| Harmony search (HS) |
| Imperialist competitive algorithm |
| River formation dynamics |
| Spiral optimization (SPO) algorithm |
| Artificial swarm intelligence |
| Evolutionary Programming (EP) |
| Scatter Search Algorithm (SSA) |
| Cultural Algorithms (CA) |
| Differential Evolution (DE) |
| Variable Neighborhood Search (VNS) |
| Sheep Flocks Heredity Model (SFHM) |
| Bacterial Foraging Optimization (BFO) |
| Social Cognitive Optimization (SCO) |
| Shuffled Frog Leaping Algorithm (SFLA) |
| Electromagnetism-like algorithm (EMA) |
| Big Bang-Big Crunch (BB-BC) |
| Group Search Optimizer (GSO) |
| Small-world Optimization Algorithm (SWOA) |
| Cat Swarm Optimization (CSO) |
| Saplings Growing UP Algorithm (SGA) |
| Central Force Optimization (CFO) |
| Integrated Radiation Algorithm (IRA) |
| Big Crunch Algorithm (BCA) |
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فایلها و اسلایدهای مربوط درس
