Computational Intelligence Based Systems

Code:

EEC0083

Acronym:

SBIC

Keywords
Classification	Keyword
OFICIAL	Automation, Control & Manufacturing Syst.

Instance: 2008/2009 - 2S

Active?	Yes
Responsible unit:	Automation, Control and Industrial Production Systems
Course/CS Responsible:	Master in Electrical and Computers Engineering

Cycles of Study/Courses

Acronym	No. of Students	Study Plan	Curricular Years	Credits UCN	Credits ECTS	Contact hours	Total Time
MIEEC	51	Syllabus since 2006/2007	4	-	7	77	187
		Plano para bachareis que em 06 estiveram no 5º ano	5	-	7	77	187
		Syllabus since 2007/2008	4	-	7	77	187
		Plano para alunos que em 2006 estiveram no 3º ano	4	-	7	77	187
		Plano para alunos que em 2006 estiveram no 5º ano	4	-	7	77	187
		Plano para alunos que em 2006 estiveram no 4º ano	4	-	7	77	187
		Plano para bachareis que em 06 estiveram no 4º ano	4	-	7	77	187

Teaching language

Portuguese

Objectives

The main goal of the discipline is to provide knowledge, methods and technologies in order:
- to design fuzzy logic and neuro-fuzzy based control systems to be applied in nonlinear and uncertain industrial processes
- to discuss and design supervision, fault detection and diagnostics systems based on neuro-fuzzy concepts;
- to evaluate the applicability of control and data analysis systems based on computational intelligence methods in engineering systems.

Program

Introduction to fuzzy sets and fuzzy logic.
Fuzzy models and fuzzy systems. Fuzzy logic based control. Uncertainty and non linearity.
Design of simple (direct) fuzzy controllers. Adaptive
fuzzy controllers.
Introduction to neural networks and neuro-fuzzy systems. MIMO systems.
Case-based reasoning.
Fuzzy logic and neuro-fuzzy based fault detection and diagnosis systems.
Applications of fuzzy logic based systems. Analysis of some examples.

Mandatory literature

Jang, Jyh-Shing Roger; Neuro-fuzzy and soft computing. ISBN: 0-13-261066-3
Pal, Sankar K.; Foundations of soft case-based reasoning. ISBN: 0471086355
Driankov, Dimiter; An introduction to fuzzy control. ISBN: 3-540-60691-2
R. Isermann; Fault-diagnosis systems, Springer, 2006. ISBN: 3-540-24112-4

Complementary Bibliography

Reznik, Leonid 1955-; Fuzzy controllers. ISBN: 0750634294

Teaching methods and learning activities

The theoretical classes are tutorials (2/3) and discussion of applied examples (1/3).
The practical classes are for accompanying the execution of the simulation and experimental works.

Software

The MathWorks - Matlab - Release 11
FuzzyTech
Scilab
Lazarus / Free Pascal

keywords

Technological sciences > Engineering > Simulation engineering
Technological sciences > Engineering > Knowledge engineering
Technological sciences > Engineering > Control engineering > Automation
Technological sciences > Engineering > Systems engineering
Technological sciences > Engineering > Process engineering > Process control

Evaluation Type

Distributed evaluation with final exam

Assessment Components

Description	Type	Time (hours)	Weight (%)	End date
Attendance (estimated)	Participação presencial	65,00
Practical work	Trabalho escrito	60,00		2009-06-05
Exam	Exame	2,00		2009-07-24
	Total:	-	0,00

Amount of time allocated to each course unit

Description	Type	Time (hours)	End date
Study	Estudo autónomo	60	2009-07-24
	Total:	60,00

Eligibility for exams

Have a minimum number of presences in the practical classes and obtain a minimum of 40% in the practical work.

Calculation formula of final grade

The Final Classification is based on three components:
1. Practical work (PW), simulation or experimental based
2. Final exam (EX), without notes, with a duration of 2 hours
The Final Classification is given by:
FC=0.5*PW+0.5*EX
Note. It is required a minimum of 40% in the final exam to obtain approval.

Examinations or Special Assignments

None.

Special assessment (TE, DA, ...)

The same of the ordinary students.

Classification improvement

The practical work and the final exam components can be increased in the appropriate dates.

Observations

Important dates:
- conclusion of the practical work, including its demonstration, until May, 23
- submission of the technical report until May, 26
- submission of the Synthesis/Scientific paper until June, 2