|
Title
|
Automation of Physical Experiments
|
||
|
Code
|
ÚFV/ARE1b/99
|
Teacher
|
|
|
ECTS credits
|
3
|
Hrs/week
|
-/3
|
|
Assessment
|
Assessment
|
Semester
|
2
|
|
T/L method
|
Practical
|
||
|
Objective
|
To have
students obtain practical skills in programming automated experimental
setups.
|
||
|
Content
|
Temperature
controller. Nonlinearity of digital-analogue and analogue-digital converters.
Analogue-digital converter with feedback. Study of heat flow in materials
with low thermal conductivity. Digital filtering of signal. Controlling step
motor. Addressing selected problems in automated experimental setups in the
laboratories of the Department of Condensed Matter Physics.
|
||
|
Prerequisite courses
|
ÚFV/ARE1a/99
|
||
|
Automatic rerequisite courses
|
ÚFV/ARE1a/99
|
||
|
Recommended reading
|
Supporting material is available.
|
||
|
Title
|
Phase Transitions and Critical Phenomena
|
||
|
Code
|
ÚFV/FPK1/01
|
Teacher
|
Bobák Andrej
|
|
ECTS credits
|
3
|
Hrs/week
|
2/-
|
|
Assessment
|
Examination
|
Semester
|
2
|
|
T/L method
|
Lecture
|
||
|
Content
|
Thermodynamics
of phase transitions. Classification of phase transitions. Critical
phenomena, universality. Microscopic models of the magnetic phase
transitions. Ising model in one and two dimensions. Mean field theory of the
Ising model. Landau theory of phase transitions.
|
||
|
Recommended reading
|
Stanley H.G.: Introduction to Phase Transitions and
Critical Phenomena, Clarendon Press Oxford, Oxford, 1911
Reichl L.E.: A Modern Course in Statistical Physics,
University of Texas Press, Austin, 1920
Plischke M., Bergersen B.: Equilibrium Statistical
Physics, World Scientific, Singapore, 1991
Kadanoff L.P.: Statistical Physics, Statistics,
Dynamics and Renormalisation, World Scientific, Singapore, 2000
|
||
|
Title
|
Non-conventional Metallic Materials
|
||
|
Code
|
ÚFV/NKM1/99
|
Teacher
|
Janovec Jozef, Sovák Pavol
|
|
ECTS credits
|
3
|
Hrs/week
|
2/-
|
|
Assessment
|
Examination
|
Semester
|
2
|
|
T/L method
|
Lecture
|
||
|
Content
|
Materials
for microelectronics and physical applications. Biomaterials. Progressive
Ti-based materials. Progressive Al-based materials. Magnesium, berillium and
copper alloys. Materials for applications in the aircraft industry.
Superplastic materials. Nanocrystalline powders. Life extension of materials
working under radiation. Technologies related to rare earth elements.
Technologies of waste vitrification. Thin films and interfaces. Technologies
of surface modification, protection from corrosion and erosion. Materials for
the automotive industry.
|
||
|
Prerequisite courses
|
ÚFV/FMT/03
|
||
|
Recommended reading
|
D.R. Askeland and P.P. Phulé, The Science and
Engineering of Materials, Thomson 2003.
Structure and Properties of Engineering Alloys,
McGraw-Hill Editons, 1993
|
||
|
Title
|
Solid State Spectroscopy
|
||
|
Code
|
ÚFV/SPE1/03
|
Teacher
|
Orendáčová Alžbeta, Olčák Dušan, Orendáč Martin,
Imrich Ján
|
|
ECTS credits
|
2
|
Hrs/week
|
3/1
|
|
Assessment
|
Examination
|
Semester
|
3
|
|
T/L method
|
Lecture, Practical
|
||
|
Content
|
Methods of
condensed matter spectroscopy:
1.
Mössbauer spectroscopy. The physical bases of Mössbauer effect. Probability
of recoil-free nuclear resonance absorption of gamma-radiation in solids.
Analysis of hyperfine interactions of nuclei with their surroundings:
electric monopole, electric quadrupole, and magnetic dipole interactions.
Mössbauer spectroscopy, processing of experimental data, physical
interpretation of hyperfine structure of Mössbauer spectra: intensity and
width of lines, isomer shift, quadrupole splitting and magnetic
splitting.
2. NMR/EPR
spectroscopy. Basic properties of nuclei. Interactions of nuclei with
magnetic and electric fields. Nuclear paramagnetism. Continual wave and pulse
nuclear magnetic resonance techniques. Relaxation processes in nuclear spin
system. Electron spin resonance. Spin-orbital interaction and interaction
with crystal field. Detection of electron paramagnetic and ferromagnetic
resonances..
|
||
|
Alternate courses
|
ÚFV/SPE1/99
|
||
|
Recommended reading
|
Dickson P.E., Berry F.J.: Mössbauer spectroscopy.
Cambridge University Press, London 1926
Hennel J. W., Kolinowski J.: Fundamentals of Nuclear
Magnetic Resonance. Longman Scientific and Technical, Essex 1993
Maddock A.G.: Mössbauer spectroscopy. Principles and
Applications of the Techniques. Horwood Publishing, Chichester, 1991
Slichter C. P.: Principles of Magnetic Resonance, Springer-Verlag,
London, 1990
|
||
|
Title
|
Physics of Semiconductor Elements
|
||
|
Code
|
ÚFV/PP1/99
|
Teacher
|
Kollár Peter
|
|
ECTS credits
|
3
|
Hrs/week
|
2/-
|
|
Assessment
|
Examination
|
Semester
|
3
|
|
T/L method
|
Lecture
|
||
|
Content
|
Basic
properties of semiconductors. Thermistors. Hall device, magnetoresistor,
cryosar, Gunn device, varistor, tensoelectric elements. Semiconductor devices
with one PN junction. Bipolar junction transistor. Junction field-effect
transistors. MOS field-effect transistors. Contact metal-semiconductor.
Silicon chip technology and fabrication techniques. Optoelectronic devices.
Charge-coupled devices.
|
||
|
Prerequisite courses
|
ÚFV/TPJ1/99
|
||
|
Recommended reading
|
D.J. Roulston, An introduction to the physics of
semiconductor devices, Oxford University Press, 1999
|
||
|
Title
|
Special Practical Exercises I
|
||
|
Code
|
ÚFV/SPR1/00
|
Teacher
|
|
|
ECTS credits
|
3
|
Hrs/week
|
-/3
|
|
Assessment
|
Assessment
|
Semester
|
3
|
|
T/L method
|
Practical
|
||
|
Objective
|
To have
students gain some insight concerning the concepts of physics presented in the
lectures through laboratory exposure; to have students gain experience in
data collection, analysis and interpretation of resumance; to have students
gain experience with report writing and presenting experimental results.
|
||
|
Content
|
The
measurement of the magnetisation curve and hysteresis loops in a DC magnetic
field. The measurement of the hysteresis loop in an AC magnetic field. The
measurements of hysteresis loop by transverse Kerr effect. The measurement of
magnetostriction by SAMR method. The investigation of domain structure by
Bitter technique. The measurements of the Hall constant of ferromagnetic
materials. The measurement of magnetisation characteristics by VSM. The
measure-ment of magnetisation characteristics by SQUID. The measurement of domain
wall characteristics. Differential scanning calorimetry. The measurement of
physical characteristics (thermal capacity, electrical resistivity) by PPMS.
|
||
|
Alternate courses
|
ÚFV/SPR1/99
|
||
|
Title
|
Quantum Field Theory I
|
||
|
Code
|
ÚFV/KTP1a/03
|
Teacher
|
Hnatič Michal
|
|
ECTS credits
|
6
|
Hrs/week
|
3/1
|
|
Assessment
|
Examination
|
Semester
|
1
|
|
T/L method
|
Lecture, Practical
|
||
|
Objective
|
To
introduce students to quantum field theory.
|
||
|
Content
|
Relativistic
quantum field conception. Particles as quantum fluctuations of the field. Lagrange
formalism. Symmetries and conservation laws. Euler-Lagrange equation. The
basic fields: scalar, spinor, electro-magnetic and vector. Equations for the
classical fields: Klein-Gordon and Dirac, Maxwell, Lagrange and Hamilton
operators. The quantisation of the free fields. Basic quantum field
commutation and anti-commutation relations.
|
||
|
Alternate courses
|
ÚFV/KTP1a/99
|
||
|
Title
|
Theory of Condensed Matter
|
||
|
Code
|
ÚFV/TKL1/99
|
Teacher
|
Bobák Andrej, Gmitra Martin
|
|
ECTS credits
|
2
|
Hrs/week
|
1/2
|
|
Assessment
|
Examination
|
Semester
|
1
|
|
T/L method
|
Lecture, Practical
|
||
|
Objective
|
To teach
students to manage basic methods of quasiparticle formalism of solid state
physics (electrons, phonons, electron-electron, electron-phonon interactions,
magnons).
|
||
|
Content
|
One-electron
approximation. Translation operators and Bloch's theorem. Existence of energy
bands. Kronig-Penney model. Nearly free electron theory. Brillouin zones.
Tight binding approximation. The k.p. method. Effective mass tensor.
Effective mass Hamiltonian. Lattice waves. Linear monoatomic and diatomic
lattices. Phonons in one and three dimensions. Acoustic and optical modes.
Dynamic matrix. Lattice specific heat. Electron-phonon interactions. The
Fröhlich Hamiltonian. The attractive interaction between electrons. Spin
waves and Heisenberg Hamiltonian. Linear chain with ferromagnetic
interaction. Three-dimensional case. Magnons. Spontaneous magnetisation.
Specific heat. Superconductivity. The BCS Hamiltonian. The Bogolyubov-Valatin
transformation. The temperature-dependent gap parameter. The transition
temperature.
|
||
|
Recommended reading
|
Ch. Kittel: Quantum Theory of Solids, John
Wiley & Sons Inc, 1922
N.W. Ashcroft, N.D. Mermin: Solid State Physics,
Harcourt College Publishers, 1916
P.L. Taylor: A Quantum Approach to the Solid State,
Prentice-Hall, Inc., Englewood Cliffs, New Jersey, 1910
J.M. Ziman, Principles of the Theory of Solids,
University Press, Cambridge, 1912
A.O.E. Animalu, Intermediate Quantum Theory of
Crystalline Solids, Prentice-Hall, Inc., Englewood Cliffs, New Jersey,
1921
|
||
|
Title
|
Neural networks
|
||
|
Code
|
ÚINF/NEU1/03
|
Teacher
|
Andrejková Gabriela
|
|
ECTS credits
|
2
|
Hrs/week
|
2/1
|
|
Assessment
|
Examination
|
Semester
|
1
|
|
T/L method
|
Lecture, Practical
|
||
|
Objective
|
To
establish student understanding and knowledge for using basic paradigms of
neural networks.
|
||
|
Content
|
Feed-forward
and recurrent neural networks; back propagation algorithm to adaptation of
neural networks; capability of neural networks to be universal approximators.
Hopfield neural networks and solving optimisation problems. Kohonen neural
networks. Neural networks in connections to computational models. Theoretical
problems of neural networks.
|
||
|
Alternate courses
|
ÚINF/NEU1/00 orÚINF/NEU1/99
|
||
|
Recommended reading
|
J. Hertz, A.Krogh, R.G. Palmer: Introduction to the
theory of neural computation, Addison Wesley, 1991.
|
||
|
Title
|
Quantum Field Theory II
|
||
|
Code
|
ÚFV/KTP1b/03
|
Teacher
|
Hnatič Michal
|
|
ECTS credits
|
6
|
Hrs/week
|
3/1
|
|
Assessment
|
Examination
|
Semester
|
2
|
|
T/L method
|
Lecture, Practical
|
||
|
Objective
|
To have
students examine selected topics in quantum field theory.
|
||
|
Content
|
Interacting
fields. The principle of symmetry and the form of interactions of quantum
fields. Lagrange operator in QED. S–matrix. Wick’s theorems and Feynman
diagrams. Perturbative calculation of S - matrix. S-matrix and cross section
of the processes. Compton scattering of the proton on electron cross section
calculation in QCD frame. Radiation corrections and the divergences of the
Feynman graphs. Running coupling constant.
|
||
|
Prerequisite courses
|
ÚFV/KTP1a/03
|
||
|
Alternate courses
|
ÚFV/KTP1b/99
|
||
|
Title
|
Transport and Surface Phenomena
|
||
|
Code
|
ÚFV/TPJ1/99
|
Teacher
|
Horváth Denis, Gmitra Martin
|
|
ECTS credits
|
1
|
Hrs/week
|
3/-
|
|
Assessment
|
Examination
|
Semester
|
2
|
|
T/L method
|
Lecture
|
||
|
Objective
|
To
familiarise students with the effects of charge transport in diffusive and
ballistic transport regimes in condensed matter and mesoscopic systems and
with methods for the study of these effects.
|
||
|
Content
|
Diffusive transport: classical
transport theory, Boltzmann equation, transport coefficients, electrical
conductivity, thermal conductivity, Hall effect, magnetoresistance,
fluctuation-dissipation theorem, weak localisation, Aharonov-Borm effect,
Anderson localisation. Ballistic
transport: resistance of a ballistic conductor, Landauer formula,
Landauer-Büttiker formalism, S-matrix and Green's functions, quantum
Hall effect, Shubnikov-de Haas effect, tunnelling and Coulomb blockade,
orthodox transport theory, mesoscopic systems and nanodevices, single
electron transistor, 2DEG (two dimensional electron gas). Spin dependent Transport: giant
magnetoresistance effect and its theories, theory of tunnel
magnetoresistance, quantum dots, application of magnetic nanostructures.
|
||
|
Prerequisite courses
|
ÚFV/TKL1/99
|
||
|
Recommended reading
|
F.F.Y. Wang, Introduction to Solid State
Electronics, North-Holland, Amsterdam, 1929.
Datta S.: Electronic Transport in Mesoscopic
Systems, Cambridge University Press, 1992
Maekawa S., Shinjo T.: Spin Dependent Transport in
Magnetic Nanostructures, Taylor & Francis, London & NY, 2002
Heinzel T.: Mesoscopic Electronics in Solid State
Nanostructures, Willey-VCH, Weinheim, 2003
|
||
|
Title
|
Group Theory, Classification and Structure of
Elementary Particles
|
||
|
Code
|
ÚFV/TGC1/03
|
Teacher
|
Tóth Ľubomír
|
|
ECTS credits
|
3
|
Hrs/week
|
2/-
|
|
Assessment
|
Examination
|
Semester
|
1
|
|
T/L method
|
Lecture
|
||
|
Content
|
Phenomenology
of elementary particles and interactions, conservation laws. Lie groups and
Lie algebras, representations. Unitary groups SU(2), SU(3), SU(4), SU(6), SU(n),
irreducible representations, Young tableaux. Classification of elementary
particles, eightfold way, quark model. New particles, new quarks and higher
symmetries. Subquark models, strings, theory of everything.
|
||
|
Title
|
Computational Physics II
|
||
|
Code
|
ÚFV/POF1b/99
|
Teacher
|
Bobák Andrej, Horváth Denis
|
|
ECTS credits
|
1
|
Hrs/week
|
2/1
|
|
Assessment
|
Examination
|
Semester
|
3
|
|
T/L method
|
Lecture, Practical
|
||
|
Content
|
The
essence, role and principles of simulations. Ergodicity and quasi-ergodic
violation. The molecular dynamics method; computing in NVE, NVT, and NPH
assemblies. Langevin and Brownian dynamics. The Monte Carlo method;
Metropolisov algorithm. Calculations in microcanonical, canonical and
grandcanonical assemblies. Spin lattice systems and their classification,
universality, finite-sise scaling, Binder cummulant. Critical slowing down
and cluster methods. The histogrammatic treatment of statistical data.
Cellular automata and neural nets in physical models. Quantum simulations of
liquids.
|
||
|
Prerequisite courses
|
ÚFV/POF1a/99
|
||
|
Automatic rerequisite courses
|
ÚFV/POF1a/99
|
||
|
Title
|
Econophysics
|
||
|
Code
|
ÚFV/EKF/01
|
Teacher
|
Horváth Denis
|
|
ECTS credits
|
1
|
Hrs/week
|
2/1
|
|
Assessment
|
Examination
|
Semester
|
3
|
|
T/L method
|
Lecture, Practical
|
||
|
Content
|
Introduction.
Pareto and Bachelie approach. The physical "phylosophy"
in the
formulation of models of social and economic models. The system of measurable
quantities in economy, the logarithmic price, the uints of time and price in
economy. The stochastic models, random processess and distribution functions,
stability of distributions, infinitely divisible process, scaling of
distribution functions, Gauss and Lévy distribution, the simulation of random
processess via computer. The selected parallels between economy and fluid
turbulence, market volatility and intermittence. The correlations of markets,
the markets in mutual correlations and anticorrelations. The autocorrelations
and analysis of time series. The portfolio taxonomy and the strategy of the
joining of enterprises and formation of corporations. The computer modelling
of GARCH and ARCH random processes with the variable dispersion of
volatility. The models based on the stochastic diferential equations,
Black-Scholes model of the rational option price. The Internet as a source of
actual economic informations, the indexes M&P 200, DJIA. The modelling of
market via system of the autonomous agents on lattice or net with help of the
object-oriented programming in C++, the financial market as a spin glass with
the Hebbian learning of interactions.
|
||
|
Recommended reading
|
See the web page:
http://122.191.33.210/~horvath/Ekonofyzika/ECONO/VYUKA_EKONOFYZIKA/econophys.pdf
|
||
|
Title
|
Exactly Solvable Models in Statistical Physics
|
||
|
Code
|
ÚFV/ERS/01
|
Teacher
|
Strečka Jozef
|
|
ECTS credits
|
1
|
Hrs/week
|
2/1
|
|
Assessment
|
Examination
|
Semester
|
3
|
|
T/L method
|
Lecture, Practical
|
||
|
Objective
|
The main
goal is to become familiar with the simplest exactly solvable models in
statistical physics.
|
||
|
Content
|
Scaling and
universality hypotheses. Exact solution of the one-dimensional Ising model in
an absence, as well as, in a presence of the external magnetic field: the
combinatorial approach and the transfer-matrix method. The dimerisation as a
result of the spin-Peierls instability. The two-dimensional Ising model:
dual, star-triangle, and decoration-iteration transformations. The
two-dimensional Ising model as a model of binary alloys, lattice-gas model
and lattice-statistical model of binary liquid mixtures. Frenkel-Louis model
and Lin-Taylor model for a reentrant miscibility of liquid mixtures. Exact
results for the one-dimensional classical and quantum Heisenberg model, Bethe
ansatz solution. Six-vertex model as the ice-type model, the KDP model of
ferroelectrics and antiferroelectrics. A nonzero residual entropy and
first-order phase transitions. Eight-vertex model and the weak universality
hypothesis.
|
||
|
Prerequisite courses
|
ÚFV/TDF1/99
|
||
|
Recommended reading
|
R. J. Baxter: Exactly solved models in statistical
mechanics, Academic Press, New
York, 1922
|
||
|
Title
|
Computational Physics II
|
||
|
Code
|
ÚFV/POF1b/99
|
Teacher
|
Bobák Andrej, Horváth Denis
|
|
ECTS credits
|
1
|
Hrs/week
|
2/1
|
|
Assessment
|
Examination
|
Semester
|
1
|
|
T/L method
|
Lecture, Practical
|
||
|
Content
|
The
essence, role and principles of simulations. Ergodicity and quasi-ergodic
violation. The molecular dynamics method; computing in NVE, NVT, and NPH
assemblies. Langevin and Brownian dynamics. The Monte Carlo method;
Metropolisov algorithm. Calculations in microcanonical, canonical and grandcanonical
assemblies. Spin lattice systems and their classification, universality,
finite-sise scaling, Binder cummulant. Critical slowing down and cluster
methods. The histogrammatic treatment of statistical data. Cellular automata
and neural nets in physical models. Quantum simulations of liquids.
|
||
|
Prerequisite courses
|
ÚFV/POF1a/99
|
||
|
Automatic rerequisite courses
|
ÚFV/POF1a/99
|
||
|
Title
|
Automation of Physical Experiments
|
||
|
Code
|
ÚFV/ARE1a/99
|
Teacher
|
Orendáč Martin
|
|
ECTS credits
|
3
|
Hrs/week
|
2/-
|
|
Assessment
|
Examination
|
Semester
|
1
|
|
T/L method
|
Lecture
|
||
|
Objective
|
To teach
students the design of automated setups for performing selected types of
physical measurements and the properties involved in measurement and
controlling subsystems.
|
||
|
Content
|
Structure
of systems of automated measurement and control. Characterisation of
instruments equipped with microcomputer. Sensors of physical quantities,
principle of operation, technical realisation of selected types of sensors.
Elements for processing signals from sensors. Electronic regulators, software
simulation of analogue regulators. Standard communication protocols: CAMAC,
IEEE122, RS232. Universal microprocessors and microcomputers. Digital signal
processing. Design of digital filters.
|
||
|
Recommended reading
|
J. Uffenbeck, Microcomputers and microprocessors,
Prentice Hall, 1922
P. Horowitz, W. Hill, The Art of Electronics,
Cambridge University Press 1929
|
||
|
Title
|
Programming, Algorithms, and Complexity
|
||
|
Code
|
ÚINF/PAZ1a/03
|
Teacher
|
Andrejková Gabriela
|
|
ECTS credits
|
9
|
Hrs/week
|
3/1
|
|
Assessment
|
Examination
|
Semester
|
1
|
|
T/L method
|
Lecture, Practical
|
||
|
Objective
|
To provide
students basic knowledge about principles of programming and to teach them
skills involved in program testing.
|
||
|
Content
|
Algorithmic
problems and their solution. Examples of concrete algorithms; formal
languages for writing of algorithms. Correctness and testing of algorithms.
Properties of programming languages of a higher category. Basic data and
statement structure of programming language PASCAL. Procedures, functions,
units of functions and procedures. Dynamic data structures, pointers.
Complexity of algorithms. Data structures: stack, queue, table.
|
||
|
Exclusive courses
|
ÚINF/PRG1a/03
|
||
|
Alternate courses
|
ÚINF/PRA1a/02 orÚINF/PAZU/01
|
||
|
Recommended reading
|
J. Jinoch et al: Programming language PASCAL, SNTL,
Praha, 1922
N. Wirth: Algorithms+Data Structures=Programs,
Prentice-Hall, 1916
P. Toepfer: Algorithms and programming technologies,
Prometheus, Praha, 1992
|
||
|
Title
|
Operational Systems
|
||
|
Code
|
ÚINF/OSY1/03
|
Teacher
|
Geffert Viliam,
Studenovský Jozef
|
|
ECTS credits
|
2
|
Hrs/week
|
2/2
|
|
Assessment
|
Examination
|
Semester
|
1
|
|
T/L method
|
Lecture, Practical
|
||
|
Objective
|
To provide
students with knowledge of the basic principles of operating system
architecture.
|
||
|
Content
|
Operating
system structure. Linking, loading and executing. History of operating
systems, OS concepts. The process model, implementation, communication,
classical problems, process scheduling. Memory management, segmentation,
swapping, paging, virtual memory. File systems, directories, security and
protection mechanisms. Principles of I/O software, interrupt handlers, device
drivers, resources, deadlocks. MS-DOS, UNIX, Windows NT, graphic user
interfaces. Terminal networks, file server, host server, mapping,
redirection. Network operating systems, reliability, access rights,
authentication. Microsoft Windows NT system, Novell NetWare, NFS.
|
||
|
Prerequisite courses
|
ÚINF/PAZ1a/03
|
||
|
Recommended reading
|
A. Silberschatz, P. Galvin: Operating System
Concepts, 2.ed., Addison-Wesley, 1991
A. S. Tanenbaum: Modern Operating Systems,
Prentice-Hall, 1992
F. Plášil, J. Staudek: Operační systémy, SNTL Praha,
1992
|
||
|
Title
|
Functional Programming
|
||
|
Code
|
ÚINF/FUN1/01
|
Teacher
|
Repický Miroslav
|
|
ECTS credits
|
6
|
Hrs/week
|
2/2
|
|
Assessment
|
Examination
|
Semester
|
1
|
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T/L method
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Lecture, Practical
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Content
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Principles
of functional programming. Lambda calculus from the point of view of
functional programming languages. Properties of functional programming
languages. Programming language SCHEME: the structure of the language and
basic computational rule, work with symbolic expressions, block structure and
static embedding, functional objects and macros. Comparison of symbolic
structures and unification. Rule system, logic system, frame system
(comparison, indexing).
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Prerequisite courses
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ÚINF/PAZ1c/03 or ÚINF/RPR1c/02 o rÚFV/SDF1/99
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Title
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Nontraditional Optimisation Techniques I
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Code
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ÚFV/NOT1a/03
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Teacher
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Horváth Denis, Uličný Jozef, Brutovský Branislav
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ECTS credits
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2
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Hrs/week
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2/2
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Assessment
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Examination
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Semester
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1
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T/L method
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Lecture, Practical
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Objective
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To allow
students to learn major optimisation methods.
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Content
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The
classification of optimisation methods. Optimisation function.
Multifunction-optimisation. The penalty function. The Barier function. The
stochastic and deterministic methods. Gradient methods. The physical picture
of gradient optimisation. Blind search and hill climbing methods. Multi-agent
evolutionary strategy and meta-optimisation. Genetic algorithms. Quantum
mechanical applications of genetic algorithms. Genetic algorithms in variable
environments. The training of neural nets as optimisation. Principal
component analysis. The prediction of time series. Monte Carlo techniques and simulated
annealing. Optimisation and self-organisation attractor. The self-organised Kohonen
nets; neural gas model. Cellular automata models. Agent-based systems.
Strategies and demographic games on the lattice. Swarm optimisation.
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Recommended reading
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J.C.Principe, N.R.Euliano, Neural and Adaptive
Systems, John Wiley & Sons. INC., New York, 2000.
K.Binder, D.W.Heermann, Monte Carlo Simulation in
Statistical Physics, Springer-Verlag, Berlin, 2002.
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Title
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Neural networks
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Code
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ÚINF/NEU1/03
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Teacher
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Andrejková Gabriela
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ECTS credits
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2
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Hrs/week
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2/1
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Assessment
|
Examination
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Semester
|
1
|
|
T/L method
|
Lecture, Practical
|
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Objective
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To
establish student understanding and knowledge for using basic paradigms of
neural networks.
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Content
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Feed-forward
and recurrent neural networks; back propagation algorithm to adaptation of
neural networks; capability of neural networks to be universal approximators.
Hopfield neural networks and solving optimisation problems. Kohonen neural
networks. Neural networks in connections to computational models. Theoretical
problems of neural networks.
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Alternate courses
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ÚINF/NEU1/00 orÚINF/NEU1/99
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Recommended reading
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J. Hertz, A.Krogh, R.G. Palmer: Introduction to the
theory of neural computation, Addison Wesley, 1991.
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Title
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Group Theory, Classification and Structure of
Elementary Particles
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Code
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ÚFV/TGC1/03
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Teacher
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Tóth Ľubomír
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ECTS credits
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3
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Hrs/week
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2/-
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Assessment
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Examination
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Semester
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1
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T/L method
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Lecture
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Content
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Phenomenology
of elementary particles and interactions, conservation laws. Lie groups and
Lie algebras, representations. Unitary groups SU(2), SU(3), SU(4), SU(6), SU(n),
irreducible representations, Young tableaux. Classification of elementary
particles, eightfold way, quark model. New particles, new quarks and higher
symmetries. Subquark models, strings, theory of everything.
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