| FlexTool(EFM):
Evolutionary Fuzzy Modeling Tool |
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| 詳細功能: |
- Evolutionary Fuzzy
Modeling ( EFM )
對於非線性系統、不確定和不精確系統有不錯的表現。
- EFM
結合了模糊系統和基因演算法的特色。從數學科學到醫學的最佳化工具。FlexTool
( EFM )
是為把遺傳發展演算法應用於多樣化領域的一個環境的套裝軟體。
- FlexTool ( EFM ) 可以存成
m-files
的型式。FlexTool
以模件化,
較有彈性,更容易使用，
開放的環境,
和可靠性為設計重點。FlexTool
( EFM )是以綜合 MATLAB模組的設計。
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特性: |
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- BUILDING BLOCKS: Upgrade from
FS or GA to EFM. Upgrade from EFM to CI
- Off-line learning: Sequencer, Complete System,
Partial System, Use NN and EA techniques
- Off line learning of :
- Complete System (FMF parameters & Rule
Structure)
- Only Fuzzy Membership Function
parameters
- Only Rule Structure Partial (learn
some FMF parameters of partial rules)
- Complete System
- with Fine Tuning FMF parameters
- with Fine Tuning Partial
- with Fine Tuning using Genetic /
Evolutionary Algorithms
- Niching module : to identify multiple
solutions
- Clustering module : Use separately or with
Niching module
- Optimization : Single and Multiple Objectives
- Multiple Models : Use EFMCN algorithm
- Linguistic mapper : for linguistic
explanations
- Fuzzy Systems : Expert System, Decision Maker,
Evaluator, Predictor, Controller, TSK
- High speed evolution : Proprietary Flex-GA
algorithm
- Three Tools in One : Modular, User Friendly,
and System Transparent ENM, GA, FS
- GUI : Easy to use, user friendly
- Help : Online
- Tutorial : Hands-on tutorial, application
guidelines
- Parameter Settings : Default parameter
settings for the novice
- General : Statistics, figures, and data
collection
- Cold Start : (start using previously selected
parameters)
- Warm Start : (start from previous generation)
- On line application of : the evolved or known
fuzzy model
- User selectable numbers : rules, linguistic
variables
- Membership Function : Triangular, Gaussian,
Trapezoidal, Bell, etc.
- Implication : Lukasiewicz, Zadeh, Kleen,
Mamdani, etc.
- Aggregation : Duboi, Yager, Dombi, Sugeno,
Hamacher
- Defuzzification : COA, MOM, BADD, SLIDE
- GA options : generational, steady state,
micro, Flex-GA
- Coding schemes : include binary, logarithmic
(real)
- Selection : tournament, roulette wheel,
ranking
- Crossover : include 1, 2, multiple point
crossover
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