Automaation ja sähkötekniikan maisteriohjelma
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Suositellut opintopolut 2024-2026
³§Ã¤Ã¤³Ùö³Ù±ð°ì²Ô¾±¾±°ì°ì²¹, robotiikka ja autonomiset järjestelmät -pääaineen suositellut opintopolut 2024-2026
25 op
| Keskeisimmät kurssit: |
|
|
|
| ELEC-E8110 |
Automation Software Synthesis and Analysis |
5 |
IV-V |
| ELEC-E8113 |
Information Systems in Industry |
5 |
I-II |
| Suositellut vapaavalintaiset kurssit: |
|
|
|
| ELEC-E8408 |
Embedded systems development |
5 |
III-IV |
| CS-C3140 |
Operating systems |
5 |
I-II |
| CS-C3150 |
Software engineering |
5 |
I-II, III-IV |
| CS-C3180 |
Software Design and Modelling |
5 |
I-II |
25 op
| Core courses: |
ECTS |
Period |
| ELEC-E8121 |
Networked Control of Multi-agent Systems |
5 |
IV-V |
| ELEC-E8130 |
Nonlinear Control Design and Analysis D |
5 |
I-II |
| Suositellut vapaavalintaiset kurssit: |
|
|
| ELEC-E8106 |
Bayesian filtering and smoothing |
5 |
III-IV |
| ELEC-E8107 |
Stochastic models, estimation and control |
5 |
I-II |
| ELEC-E5424 |
Convex Optimization |
5 |
I-II |
| MS-E2148 |
Dynamic Optimization |
5 |
III |
25 op
| Core courses: |
ECTS |
Period |
| ELEC-E8113 |
Information systems in industry |
5 |
I-II |
| Suositellut vapaavalintaiset kurssit: |
|
|
| ELEC-E8110 |
Automation software synthesis and analysis |
5 |
IV-V |
| ELEC-E8127 |
Special Assignment in Automation Technologies 1 D |
1-10 |
I-summer |
| CS-E4715 |
Supervised Machine Learning |
5 |
I-II |
| CS-E4850 |
Computer Vision |
5 |
I-II |
25 ECTS
| Core courses: |
ECTS |
Period |
| ELEC-E8115 |
Micro and Nano Robotics |
5 |
III-IV |
| ELEC-E8408 |
Embedded Systems Development |
5 |
III-IV |
| Suositellut vapaavalintaiset kurssit: |
|
|
| ELEC-E8106 |
Bayesian Filtering and Smoothing |
5 |
III-IV |
| ELEC-E8107 |
Stochastic models, estimation and control |
5 |
I-II |
| ELEC-E8125 |
Reinforcement Learning |
5 |
I-II |
| ELEC-E8130 |
Nonlinear Control Design and Analysis D |
5 |
I-II |
| ELEC-E7120 |
Wireless Systems |
5 |
I |
| CS-E4715 |
Supervised Machine Learning |
5 |
I-II |
| CS-E4800 |
Artificial intelligence |
5 |
III-IV |
| CS-E4850 |
Computer Vision |
5 |
I-II |
25 ECTS
| Core courses: |
ECTS |
Period |
| ELEC-E8111 |
Autonomous mobile robots |
5 |
IV |
| ELEC-E8126 |
Robotic Manipulation |
5 |
III-IV |
| Suositellut vapaavalintaiset kurssit: |
|
|
| ELEC-E8106 |
Bayesian Filtering and Smoothing |
5 |
III-IV |
| ELEC-E8115 |
Micro and nano robotics |
5 |
III-IV |
| ELEC-E8120 |
Smart forestry machines |
5 |
IV-V |
| ELEC-E8125 |
Reinforcement Learning |
5 |
I-II |
| ELEC-E8743 |
Neurorobotics |
5 |
III-IV |
| CS-E4715 |
Supervised Machine Learning |
5 |
I-II |
| CS-E4800 |
Artificial intelligence |
5 |
III-IV |
| CS-E4850 |
Computer vision |
5 |
I-II |
25 ECTS
| Core courses: |
ECTS |
Period |
| ELEC-E8124 |
Intelligent buildings |
5 |
II |
| ELEC-E8701 |
Lighting Technologies and Applications |
5 |
IV-V |
| Suositellut vapaavalintaiset kurssit: |
|
|
| ELEC-E8700 |
Principles and fundamentals of lighting |
5 |
I-II |
| ELEC-E8702 |
Rakennussähköistys (Electrical Installations in Buildings) |
5 |
III-V |
| ELEC-E8703 |
Special Assignment on Illumination Engineering and Building Electrical Design |
5 |
I-V |
| AAE-E4001 |
Comfortable and Healthy Indoor Environments |
5 |
III |
| AAE-E4003 |
Ventilation and Air Conditioning Systems |
5 |
IV |
| CIV-E2080 |
Design Process Management |
5 |
II |
| CIV-E3040 |
Indoor Environment Technology |
5 |
I |
Sähköenergiatekniikan pääaineen suositellut opintopolut 2024-2026
| Core courses: |
ECTS |
Period |
| ELEC-E8405 |
Electric Drives |
5 |
I-II |
| ELEC-E8407 |
Electromechanics |
5 |
I-II |
| ELEC-E8412 |
Power Electronics |
5 |
I-II |
| Recommended courses: |
|
|
| ELEC-E8421 |
Components of Power Electronics |
5 |
I-II |
| ELEC-E8402 |
Control of Electric Drives and Power Converters |
5 |
IV-V |
| ELEC-E8403 |
Converter Techniques |
5 |
III-IV |
| ELEC-E8404 |
Design of Electrical Machines |
5 |
IV |
| ELEC-E8101 |
Digital and Optimal Control |
5 |
I-II |
| AAE-E3070 |
Electrical Energy Storage Systems |
5 |
III |
| MEC-E5001 |
Mechatronic Machine Design |
5 |
II |
| ELEC-E8103 |
Modelling, Estimation and Dynamic Systems |
5 |
I-II |
| ELEC-E8411 |
Numerical Methods in Electromechanics |
5 |
III |
| ELEC-E8413 |
Power Systems |
5 |
I-II |
| MEC-E5011 |
Vehicle Mechatronics: Powertrain |
5 |
II in odd years |
| Core courses: |
ECTS |
Period |
| ELEC-E8432 |
An Introduction to Hydrogen Economy |
5 |
I-V |
| ELEC-E8433 |
Elements of Hydrogen System and Storages |
5 |
I-II |
| ELEC-E8412 |
Power Electronics |
5 |
I-II |
| ELEC-E8413 |
Power Systems |
5 |
I-II |
| AAE-E3070 |
Electrical Energy Storage Systems |
5 |
III |
| Recommended courses: |
|
|
| ELEC-E8424 |
Distributed Generation Technologies |
5 |
I-II |
| ELEC-E8405 |
Electric Drives |
5 |
I-II |
| ELEC-E8406 |
Electricity Distribution and Markets |
5 |
III-IV |
| CHEM-E4255 |
Electrochemical Energy Conversion |
5 |
II |
| PHYS-E6571 |
Fuel Cells and Hydrogen Technology |
5 |
III-IV in odd years |
| AAE-E3110 |
Hydrogen Technology D |
5 |
IV |
| ELEC-E8423 |
Smart Grid |
5 |
IV-V |
| AAE-E3080 |
Thermal Energy Storage Systems |
5 |
IV-V |
| EEN-E1030 |
Thermodynamics in Energy Technology |
5 |
I-II |
| Core courses: |
ECTS |
Period |
| ELEC-E8433 |
Elements of Hydrogen System and Storages |
5 |
I-II |
| ELEC-E8413 |
Power Systems |
5 |
I-II |
| ELEC-E8427 |
Power Transmission Systems |
5 |
III-IV |
| ELEC-E8406 |
Electricity Distribution and Markets |
5 |
III-IV |
| ELEC-E8425 |
Energy System Modelling and Optimization |
5 |
IV-V |
| Recommended courses: |
|
|
| ELEC-E8432 |
An Introduction to Hydrogen Economy |
5 |
I-V |
| ELEC-E8424 |
Distributed Generation Technologies |
5 |
I-II |
| ELEC-E8702 |
Electrical Installations in Buildings |
5 |
III-V |
| ELEC-E8405 |
Electric Drives |
5 |
I-II |
| ELEC-E8407 |
Electromechanics |
5 |
I-II |
| ELEC-E8409 |
High Voltage Engineering |
5 |
I-II |
| ELEC-E8701 |
Lighting Technology and Applications |
5 |
IV-V |
| ELEC-E8412 |
Power Electronics |
5 |
I-II |
| ELEC-E8700 |
Principles and Fundamentals of Lighting |
5 |
I-II |
| ELEC-E8423 |
Smart Grid |
5 |
IV-V |
| Core courses: |
ECTS |
Period |
| ELEC-E8424 |
Distributed Generation Technologies |
5 |
I-II |
| ELEC-E8405 |
Electric Drives |
5 |
I-II |
| ELEC-E8433 |
Elements of Hydrogen System and Storages |
5 |
I-II |
| ELEC-E8412 |
Power Electronics |
5 |
I-II |
| ELEC-E8413 |
Power Systems |
5 |
I-II |
| Recommended courses: |
|
|
| ELEC-E8432 |
An Introduction to Hydrogen Economy |
5 |
I-V |
| ELEC-E8402 |
Control of Electric Drives and Power Converters |
5 |
IV-V |
| ELEC-E8403 |
Converter Techniques |
5 |
III-IV |
| AAE-E3070 |
Electrical Energy Storage Systems |
5 |
III |
| PHYS-E6571 |
Fuel Cells and Hydrogen Technology |
5 |
III-IV in odd years |
| ELEC-E8103 |
Modelling, Estimation and Dynamic Systems |
5 |
I-II |
| AAE-E3090 |
Renewable Energy Engineering |
5 |
III-IV |
| ELEC-E8423 |
Smart Grid |
5 |
IV-V |
| PHYS-E6570 |
Solar Energy Engineering |
5 |
III-IV in even years |
| AAE-E3095 |
Wind Power Engineering and Developmen |
5 |
I-II |
| Core courses: |
ECTS |
Period |
| ELEC-E8124 |
Intelligent Buildings |
5 |
II |
| ELEC-E8701 |
Lighting Technologies and Applications |
5 |
IV-V |
| ELEC-E8413 |
Power Systems |
5 |
I-II |
| ELEC-E8700 |
Principles and Fundamentals of Lighting |
5 |
I-II |
| Recommended courses: |
|
|
| AAE-E4001 |
Comfortable and Healthy Indoor Environments |
5 |
III |
| CIV-E2080 |
Design Process Management |
5 |
II |
| ELEC-E8702 |
Rakennussähköistys (Electrical Installations in Buildings) |
5 |
III-V |
| CIV-E3040 |
Indoor Environment Technology |
5 |
I |
| ELEC-E8412 |
Power Electronics |
5 |
I-II |
| ELEC-E8703 |
Special Assignment on Illumination Engineering and Building Electrical Design |
5 |
I-V |
| AAE-E4003 |
Ventilation and Air Conditioning Systems |
5 |
IV |
| Core courses: |
ECTS |
Period |
| ELEC-E8421 |
Components of Power Electronics |
5 |
I-II |
| ELEC-E8712 |
Design for Reliability |
5 |
I-II |
| ELEC-E8717 |
Materials for Power Electronics |
5 |
III-IV |
| ELEC-E8412 |
Power Electronics |
5 |
I-II |
| Recommended courses: |
|
|
| ELEC-E8714 |
Sustainable Electronics |
5 |
I-II |
| ELEC-E3220 |
Semiconductor Devices |
5 |
III |
| ELEC-E8402 |
Control of Electric Drives and Power Converters |
5 |
IV-V |
| ELEC-E8403 |
Converter Techniques |
5 |
III-IV |
| ELEC-E8405 |
Electric Drives |
5 |
I-II |
| ELEC-E8407 |
Electromechanics |
5 |
I-II |
| ELEC-E8413 |
Power Systems |
5 |
I-II |
| ELEC-D8710 |
Principles of Materials Science |
5 |
III-IV |
Elektroniset ja digitaaliset järjestelmät -pääaineen suositellut opintopolut 2024-2026
| Recommended courses: |
ECTS |
Period |
| ELEC-E8739 |
AI in health technologies D |
5 |
I-II |
| ELEC-E8110 |
Automation Software Synthesis and Analysis P |
5 |
IV-V |
| ELEC-E8106 |
Bayesian Filtering and Smoothing D |
5 |
III-IV |
| ELEC-E8734 |
Biomedical Instrumentation |
5 |
II |
| ELEC-E8726 |
Biosensing |
5 |
III-IV |
| CS-E4850 |
Computer Vision D |
5 |
I-II |
| ELEC-E8102 |
Distributed and Intelligent Automation Systems D |
5 |
I-II |
| ELEC-E9540 |
Digital Microelectronics II: Digital Design with HDL D |
5 |
IV-V |
| ELEC-E8744 |
Electromagnetic field safety |
5 |
III-IV |
| ELEC-E8408 |
Embedded Systems Development |
5 |
III-V |
| ELEC-E8743 |
Neurorobotics D |
5 |
III-IV |
| CS-C3140 |
Operating systems |
5 |
I-II |
| ELEC-E5440 |
Statistical signal processing |
5 |
I-II |
| CS-E4715 |
Supervised Machine Learning D |
5 |
I-II |
| Recommended courses: |
ECTS |
Period |
| ELEC-E8739 |
AI in health technologies D |
5 |
I-II |
| ELEC-E8110 |
Automation Software Synthesis and Analysis D |
5 |
IV-V |
| ELEC-E8734 |
Biomedical Instrumentation |
5 |
II |
| ELEC-E8726 |
Biosensing |
5 |
III-IV |
| ELEC-E9540 |
Digital Microelectronics II: Digital Design with HDL D |
5 |
IV-V |
| ELEC-E8744 |
Electromagnetic field safety |
5 |
III-IV |
| ELEC-E8716 |
Heterogenous Integration D |
5 |
I-II |
| CHEM-E5115 |
Microfabrication |
5 |
IV-V |
| ELEC-E3280 |
Micronova Laboratory Course |
5 |
I-II |
| ELEC-E8412 |
Power Electronics |
5 |
I-II |
| ELEC-E3220 |
Semiconductor Devices |
5 |
III |
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