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| Basic and Mandatory Core Disciplines |
| 1. Scientific Methodology and Management of Technological Projects
Workload: 45 hours (3 credits)
Professors: Fábio Alessandro Guerra (C) (15h), Erik Leandro Bonaldi (10h), Milton Pires Ramos (10h), and Afonso Henriques Moreira Santos (10h)
Menu:
Scientific work. The theoretical conceptions of knowledge. Scientific research: theoretical-practical nature. The phases of scientific research. The scientific method, its elements, and steps. Scientific theory. Data collection instruments. Bibliographic research. Discussion and experiments of study techniques. Documentation and writing of scientific papers. Instrumentation for scientific/academic work. Study techniques, writing of scientific and academic works. Summary, review, and plug-in. Bibliographic research and search in data sources. Bibliographic normalization. Context of project management in organizations. Coordination of project activities. Project scope management. Time management processes in the context of the project. Mapping of project costs and project quality management. Scaled the Human Resources of a technological project. Management of the risks of technological projects. Planning activities of a technological project.
Basic Bibliography:
1. Understanding Research Methods (10th Edition) - 2017, Routledge, by Mildred L. Patten and Michelle Newhart
2. A Guide to the Project Management Body of Knowledge (Sixth Edition) - 2017, Project Management Press by Project Management Institute
3. Project Management Absolute Beginner's Guide (4th Edition) – 2017, Que Publishing, by Greg Horin
Complementary Bibliography:
1. Research Design: Quantitative, Qualitative, Mixed Methods, Arts-Based, and Community-Based Participatory Research Approaches - 2017, The Guilford Press, by Patricia Leavy
2. Agile Project Management: The Ultimate Beginner’s Guide to Learn Agile Project Management Step by Step - 2019, Agile Project, by James Turner
3. Risk Up Front: Managing Projects in a Complex World - 2018, Lioncrest Publishing, by Adam Joseph
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| 2. Energy and Energy Systems
Workload: 45 hours (3 credits)
Professors: Luiz Eduardo Borges da Silva (C) (25h), Jamil Haddad (10h), and Cláudio Inácio de Almeida Costa (10h)
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Energy and power: concepts and definitions; Forms of primary and secondary energy; Energy in Nature; Energy systems for the production and use of energy vectors: concepts and evolution; Modern energy systems (examples: bioenergy, fossil energy resources, and electricity): components, topologies, and characteristics. Energy conversions; Fundamental laws of energy conversions; Energy embedded in processes and materials, Energy and Society, Energy and Economy, Energy and Environment. Elements of economic engineering. Financial mathematics. Present and future values. Types of Interest. Accounting depreciation. Energy accounting.
Basic Bibliography:
1. Power System Economic and Market Operations – 2018, CRC Press, by Jin Zhong
2. Fundamentals of Power System Economics – 2018, Wiley-Blackwell , by Daniel S. Kirschen, Goran Strba
3. Papers from Energies and Energy Policy
Complementary Bibliography:
1. Aging Power Delivery Infrastructures, Second Edition – 2016, CRC Press, by H. Lee Willis and Randall R. Schrieber
2. Energy and Civilization: A History – 2018, The MIT Press, by Vaclav Smil
3. Energy Management Handbook (9th Edition) – 2018, Fairmont Press, by Stephan A. Roosa, Steve Doty, Wayne C. Turner
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| 3. Topics in Energy Economics and Law
Workload: 45 hours (3 credits)
Professors: Afonso Henriques Moreira Santos (C) (20h) Jamil Haddad (15h), and Levy Ely de Lacerda de Oliveira (10h)
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Right and Law of Energy Law. Brazilian law and the judicial system. Arbitration and measurement. The right of energy: concept and a brief overview of the panorama in other countries. History of energy law in Brazil: electricity, oil, and gas. Previous legislation and their characteristics. New energy policy: electricity, oil, and gas. Problems and trends: electricity, oil, and gas. Concession contracts of companies in the Electricity Sector and electricity purchase; Regulation of the Distribution Sector; Technical and commercial inspection process of companies in the electricity sector. ANEEL vision. Regulation of R&D and PEE programs of companies in the electricity sector. Fundamentals of economic engineering. Microeconomy applied to energy. Theoretical-methodological paradigms in energy saving. Incorporation of uncertainties in the economic and financial analysis of energy projects.
Basic Bibliography:
1. Power System Economic and Market Operations – 2018 , CRC Press, by Jin Zhong
2. Energy Transitions: A Socio-technical Inquiry – 2019 , Palgrave Macmillan, by Olivier Labussière and Alain Nadaï
3. Energy and Environmental Strategies in the Era of Globalization – 2019, Springer, by Muhammad Shahbaz and Daniel Balsalobre
4. Brazilian and international legislations
Complementary Bibliography:
1. Fundamentals of Power System Economics – 2018 , Wiley-Blackwell, by Daniel S. Kirschen, Goran Strbac
2. Energy Trading and Risk Management: A Practical Approach to Hedging, Trading, and Portfolio Diversification – 2014, John Wiley & Sons, by Iris Marie Mack
3. Valuation and Risk Management in Energy Markets – 2014 , Cambridge University Press, by Glen Swindle
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| 4. Smart Grids and Smart Cities Techniques
Workload: 45 hours (3 credits)
Professors: Levy Ely de Lacerda de Oliveira (C) (15h), Gilberto Capistrano Cunha de Andrade (10h), Germano Lambert-Torres (5h), Carlos Eduardo Teixeira (5h), and Cláudio Ferreira (10 h)
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Fundamental Equations of Permanent Regime Analysis of Power Systems. Short Circuit Analysis. Power Flow Analysis. Contingency analysis. Goal modeling and functions. Types of elements: font, drain, transport, storage, balance, and barrier. Relationship between elements. Smart-grid techniques. Sensitivity Analysis. Great Power Flow. Intelligent re-establishment techniques. System scanning. Systems automation. Economic relations between consumers. Consumer law. Telecom in-action networks. Gas and water networks. Similarities between networks. Integration of services. Smart cities: concepts, process automation, service integrator factors.
Basic Bibliography:
1. Power Systems Analysis –2017, Butterworth-Heinemann, by P.S.R. Murty
2. Power System SCADA and Smart Grids – 2015, CRC Press, by Mini S. Thomas, John Douglas McDonald
3. Papers from IEEE Transactions PES and IAS, and Energies
Complementary Bibliography:
1. Design of Smart Power Grid Renewable Energy Systems – 2019, Wiley-Blackwell, by Ali Keyhani
2. Demand Response in Smart Grids – 2019, Springer, by Pengwei Du, Ning Lu, , and others .
3. Power System Analysis and Design – 2016, Cengage Learning, by J. Duncan Glover, Thomas Overbye, Mulukutla S. Sarma
4. Smart Grids: Advanced Technologies and Solutions – 2018, CRC Press, by Stuart Borlase
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| 5. Seminars
Workload: 45 hours (0 credits)
Docente: Program Coordinator - Responsible
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Various themes presented by students, professors, or researchers outside the Program. Scientific methodology. Methodological aspects in the planning of a research project. Critical analysis of research projects presented in the discipline. Presentation of dissertation projects.
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| Elective Disciplines of the Energy and Systems Line |
| 1. Numerical, Computational and Intelligent Methods
Workload: 45 hours (3 credits)
Professors: Cláudio Ferreira (C) (20h), Germano Lambert-Torres (10h), Milton Pires Ramos (5h), and Fábio Alessandro Guerra (10h)
Menu:
Common and partial differential equations. Transformed from Laplace. Fourier's discreet transformed. Economic Engineering and Financial Mathematics Techniques. Numerical methods applied to linear algebra. Systems of simultaneous linear equations. Direct and iterative methods for inversion of arrays. Sparsitytechniques. Self-values and self-vectors. Roots of higher-order equations. Artificial Intelligence: fundamentals, techniques, operational examples. Computer vision. Data Science. Existing AI applications.
Basic Bibliography:
1. Numerical Methods for Scientists and Engineers – 2012, Dover Publications; Edição: 2nd Revised ed, by Richard Hamming
2. Numerical Python: A Practical Techniques Approach for Industry - 2015, Apress, by Robert Johansson
4. Artificial Intelligence: A Modern Approach (4th Edition) – 2019, Pearson, by Stuart Russell and Peter Norvig
Complementary Bibliography:
1. Numerical Methods of Mathematics Implemented in Fortran – 2019, Springer, by Sujit Kumar Bose
2. Numerical Methods and Methods of Approximation in Science and Engineering – 2018, CRC Press, by Karan S. Surana
3. Python for Scientists – 2017, Cambridge University Pres, by John M. Stewart
4. Introduction to Artificial Intelligence: Second, Enlarged Edition – 2016, Dover Publications, by Philip C. Jackson
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| 2. Intelligent Systems and Automation Techniques Applied to Energy Systems
Workload: 45 hours (3 credits)
Professors: Germano Lambert-Torres (C) (15h), Cláudio Ferreira (10h), Gilberto Capistrano Cunha de Andrade (5h), and Cláudio Inácio de Almeida Costa (15h)
Menu:
Automation Processes. Intelligent Planning. Representation of states, actions, and problems. Specialist Systems. Diffuse Sets. Approximate sets. Non-Classical Logics. Neural Networks. Deep Learning. Genetic Algorithms. Evolutionary Systems. Meta-Heuristic system. Intelligent system simulation environments. Multi-AgentSystems. Multi-agent simulation environments. Hybrid Systems with Neural Networks. Hybrid Systems with Diffuse Sets. Hybrid Systems with Evolutionary and Meta-Heuristic Systems. Applications of AI techniques in energy.
Basic Bibliography:
1. Artificial Intelligence: A Modern Approach (4th Edition) – 2019, Pearson, by Stuart Russell and Peter Norvig
2. Fuzzy Control, Estimation and Diagnosis: Single and Interconnected Systems – 2019, Springer, by Magdi S. Mahmoud
3. Neural Networks and Deep Learning: A Textbook – 2018, Springer , by Charu C. Aggarwal
4. Papers from IEEE Transactions SMC
Complementary Bibliography:
1. Reinforcement Learning – An Introduction – 2018, MIT Press, by Richard S. Sutton, Andrew G. Barto, , and others
2. Rough Sets, Fuzzy Sets and Soft Computing – 2014, Narosa Pub House, by S. Bhattacharya Halder and Subrata Bhowmik
3. Introduction to Logic – 2019, Routledge, by Irving M. Copi, Carl Cohen, , and others
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| 3. Energy Storage and Power Quality
Workload: 45 hours (3 credits)
Professors: Carlos Eduardo Teixeira (C) (25h), Afonso Henriques Moreira Santos (5h), and Levy Ely de Lacerda de Oliveira (15h)
Menu:
Uncontrolled converters. Nonlinear loads (of the source type of current and voltage source). Power factor and THD on nonlinear loads. FACTS. Active Converters, Frequency Inverters, Power Active Filter. Hybrid filters. Traditional power concepts and associated problems: instant power, reactive power, apparent power, power factor. Non-Activepowers. Distortion power, asymmetry power. New concepts of apparent power. Types of accumulators and batteries: operating principle, structure, application fields. Battery care and their use. Loading and unloading processes. Control systems and BMS. National and international energy quality legislation. IEEE 1459 standard. Prodist - Module 8. Consumer law and ANEEL measures for Power Quality.
Basic Bibliography:
1. Power Electronics: Lecture Notes for Power Electronics Course -2016, CRC Press, by Hidaia Mahmood Alassouli
2. Fundamentals of Power Electronics – 2016, Springer, by Robert W. Erickson and Dragan Maksimovic
3. Papers from IEEE Transactions IAS and IES
Complementary Bibliography:
1. Fundamentals of Power System Economics – 2018 , Wiley-Blackwell, by Daniel S. Kirschen, Goran Strbac
2. Energy Trading and Risk Management: A Practical Approach to Hedging, Trading, and Portfolio Diversification – 2014, John Wiley & Sons, by Iris Marie Mack
3. Valuation and Risk Management in Energy Markets – 2014 , Cambridge University Press, by Glen Swindle
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| 4. Electrical Energy Production Technologies and Systems
Workload: 45 hours (3 credits)
Professors: Jamil Haddad (C) (15h), Luiz Eduardo Borges da Silva (15h), and Erik Leandro Bonaldi (15h)
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Electrical systems: brief review; Thermal Systems: technologies with fossil fuels and biomass, configurations, technical-economic and environmental indicators, cogeneration; Hydroelectric power: hydro-energy resource (evaluation and potential). technologies and configurations of hydroelectric power plants, operating parameters, and technical-economic indicators. Wind energy: wind as an energy resource (valuation and potential). types and characteristics of wind turbines, operating parameters, and technical-economic indicators of wind power plants; wind power plant configurations; Solar energy: solar radiation as an energy resource (evaluation and potential). photovoltaic (direct conversion) and thermal technologies, operating parameters, and technical-economic indicators of solar plants; Other technologies: geothermic, tidal energy. Review of the Brazilian context and development prospects. Rates and Prices; Economic Analysis.
Basic Bibliography:
1. Physics of Energy Sources – 2018, Arcler Press, by Nelson Bolivar
2. Textbook of Renewable Energy -2018 , Woodhead Publishing, by S C Bhatia and R K Gupta
3. Papers from IEEE Transactions PES and IAS
Complementary Bibliography:
1. Renewable Energy Sources – 2019, Kidhaven Publishing, by Emilie DuFresne
2. The German Energy Transition: Design, Implementation, Cost and Lessons – 2019 , Springer, by Thomas Unnerstall
3. Energy Strategies for the UK: Volume 6 – 2019, Routledge, by S. C. Littlechild and K. G. Vaidya
4. Carbon Footprints: Case Studies from the Energy and Transport Sectors – 2019 , Springer, by Subramanian Senthilkannan Muthu
5. Brazilian and internaional rules
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| 5. Special Topics in Energy and Systems
Workload: 45 hours (3 credits)
Docente: Program Coordinator - Responsible
Menu:
Various themes presented by professors or researchers outside the Program. Open discipline so that there may be a vacancy for a new topic, or a special topic, about energy and systems to be taught.
Basic Bibliography:
To be defined in each version of the discipline
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| 6. Special Studies in Energy and Systems
Workload: 45 hours (3 credits)
Docente: Orientador ou Professor definido pelo Orientador
Menu:
Open discipline for a specific study conducted by guiding, with direct supervision of his advisor and a possible professor defined by him.
Basic Bibliography:
To be defined in each version of the discipline
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| Elective Disciplines of the Industry 4.0 Line |
| 1. Advanced Control Techniques, Data Mining, and Big Data
Workload: 45 hours (3 credits)
Professors: Milton Pires Ramos (C) (30h), Levy Ely de Lacerda de Oliviera (5h), Cláudio Ferreira (5h), and Luiz Eduardo Borges da Silva (5h)
Menu:
Mathematical Models of Dynamic Systems. Response from Linear Dynamic Systems. Stability and Stationary Error. Frequency Response. Performance to Closed Mesh. Optimization Fundamentals. Controllability and observability. Recursive method of estimating parameters. Adaptive control. State estimation. Applications in electro-energy systems. Data Mining. Exploratory Data Analysis. Analysis tools. Predictive modeling. Predictive Modeling Lifecycle. Machine Learning. Supervised Learning. Unsupervised learning. Regression and classification. Clustering. Big Data and Data Analytics. Applications in electrical systems and energy. Descriptive and predictive modeling concepts. Concepts and applicability of business intelligence systems (BI) analytical systems(Analytics),combined with the use of Big Data.
Basic Bibliography:
1. Control Systems: Classical, Modern, and AI-Based Approaches – 2019, CRC Press, by Jitendra R. Raol and Ramakalyan Ayyagari
2. Data mining – 2016, Elsevier, by Ronaldo Goldschmidt
3. Introduction to Algorithms for Data Mining and Machine Learning – 2019, Academic Press, by Xin-She Yang
4. Papers from IEEE Transactions IAS, IES, and CIS
Complementary Bibliography:
1. Modern Control Engineering – 2010, Prentice Hall; Edição: 5, by Katsuhiko Ogata
2. Adaptive Critic Control with Robust Stabilization for Uncertain Nonlinear Systems – 2019, Springer, by Ding Wang and Chaoxu Mu
3. Data Analytics: Practical Guide to Leveraging the Power of Algorithms, Data Science, Data Mining, Statistics, Big Data, and Predictive Analysis to Improve Business, Work, and Life – 2017, Springer, by Arthur Zhang
4. Data Analytics Made Accessible- 2019, Springer, by Anil Maheshwari
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| 2. Internet Industrial das Coisas
Workload: 45 hours (3 credits)
Professors: Cláudio Inácio de Almeida Costa (C) (20h), Fábio Alessandro Guerra (10h), Gilberto Capistrano Cunha de Andrade (5h), and Afonso Henriques Moreira Santos (10h)
Menu:
Microcontrolled platform. IoTsoftwareplatform. Wireless communication. LPWAN networks. Calm systems. Principles of making calm systems. Low-consumption sensors, actuators, and processors, hubs, gateways, and Cloud IoT platforms. Installation of sensors and actuators within the scope of IoT. Capture, storage, and interpretation of sensor information. Tests and tests of operation of the system. Protocols and procedures IIoT. Systemic view on IoT and IIoT. Adaptation to new technologies. Extracting image information, sorting by data types, and indexing by dimension. Search for images in the cloud, face recognition, copy detection, mobile search engines, and security. Application of IoT and IIoT in electrical systems. Transactive energy. Peer-to-peer energy. Gridwise transactive energy framework. Transactions and Blockchain. Cyber production system (CPPS).
Basic Bibliography:
1. The Internet of Things – The Next Industrial Revolution Has Begun: How IoT, big data, predictive analytics, machine learning and AI will change our lives forever – 2017, Springer, by Magnus Unemyr
2. Build Your Own IoT Platform: Develop a Fully Flexible and Scalable Internet of Things Platform in 24 Hours – 2019, Apress, by Anand Tamboli
3. IoT Fundamentals: Networking Technologies, Protocols, and Use Cases for the Internet of Things – 2017, Cisco Press, by David Hanes, Gonzalo Salgueiro, Patrick Grossetete, Robert Barton, Jerome Henry
4. Papers from IEEE Transactions CIS
Complementary Bibliography:
1. Energy Conservation for IoT Devices: Concepts, Paradigms and Solutions – 2019 , Springer, by Mamta Mittal, Sudeep Tanwar, and others
2. Intelligence in IoT-enabled Smart Cities – 2019, CRC Press, by Fadi Al-Turjman
3. Enterprise IoT – 2015, O′Reilly, by Dirk Slama, Frank Puhlmann, Jim Mirrish, and Rishi M Bhatnagar
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| 3. Advanced Techniques of Signal Processing
Workload: 45 hours (3 credits)
Professors: Gilberto Capistrano Cunha de Andrade (C) (20h), Fábio Alessandro Guerra (10h), and Germano Lambert-Torres (15h)
Menu:
Sampling and reconstruction, Shannon Theorem, Discrete Signs, Transformed Z. Discrete Convolution. Implementation of discrete systems. Digital filters, design, and applications: IIR filters, FIR Filters. Fourier's discreet transformed. Fourier Fast Transform, FFT:Cooley Algorithm- Tukey,Applications. Discrete Correlation. Other Transformed: Hilbert; Hadamart, Wavelet, Walsh. Adaptive Filters. Spectral estimation and analysis. PCA (Main Component Analysis). Advanced methods in segmentation: border-based and region, using: active contours, GVF, growth in regions, fuzzy connectedness, and by a grouping of k-means-clustering attributes. Sensors. Local processing. Analog signal scanning process: A/D conversion, Nyquist sampling theorem, quantization, coding, and reconstruction of analog signal (Conversion D/A). Discrete Signs and Sequences. Interpretation of high and low frequencies and normalized frequency. Applications in electrical systems and energy.
Basic Bibliography:
1. Digital Signal Processing – 2006, Prentice Hall, by John G. Proakis, Dimitris G. Manolakis
2. Signal Processing for Intelligent Sensor Systems with MATLAB®, Second Edition – 2017, CRC Press, by David C. Swanson
3. Papers from IEEE Transactions CIS
Complementary Bibliography:
1. Understanding Digital Signal Processing – 2010, Prentice Hall; Edição: 3, by Richard G. Lyons
2. Introduction to Digital Signal Processing Using MATLAB with Application to Digital Communications – 2019, Springer, by K.S. Thyagarajan
3. Digital Signal Processing in Power Electronics Control Circuits – 2019, Springer, by Krzysztof Sozański
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| 4. Network Infrastructure and Cybersecurity
Workload: 45 hours (3 credits)
Professors: Erik Leandro Bonaldi (C) (20h), Gilberto Capistrano Cunha de Andrade (5h), Carlos Eduardo Teixeira (15h), and Jamil Haddad (5h)
Menu:
Types, topologies, and network architectures. Components and connectivity devices. Network protocols and TCP/IP layers. Mathematical algorithms for detecting intrusions. Advanced state estimation techniques for industrial and highly polluted environments. Making date logs of incidents. Safety Incidents Detection in industrial facilities. Investigation of security incidents. Types of reactions to an incident. Effective incident communication. Process, Structure, Selection, Negotiation, and Contracting of SI Services. Success Cases of the National and Global Scenario. National and international network security regulations. The vision of ANEEL and energy utilities. Usual protections and operative procedures. Consumer law. RFP – Protections of equipment and installations against cyber attacks. State estimation and verification of incorrect quantities in systemic operation. CF: Improved safety in electrical and industrial systems. Remediation and damage protection. Good practices in Cybersecurity.
Basic Bibliography:
1. Essentials of Cybersecurity: InfoSec experts share their tips on getting the basics right – 2017, Springer, by Limor Elbaz and Maria Behan
2. Guide to Computer Network Security – 2019, Springer, by Joseph Migga Kizza
3. Cybersecurity: An Essential Guide to Computer and Cyber Security for Beginners, Including Ethical Hacking, Risk Assessment, Social Engineering, Attack ... and Cyberwarfare – 2018 , Springer, by Lester Evans
4. Papers from IEEE Transactions CIS
Complementary Bibliography:
1. Computer and Network Security Essentials – 2019, Springer, by Kevin Daimi, Guillermo Francia, , and others
2. Effective Cybersecurity: A Guide to Using Best Practices and Standards – 2018, Addison-Wesley, by William Stallings
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| 5. Special Topics in Industry 4.0
Workload: 45 hours (3 credits)
Professor: Program Coordinator - Responsible
Menu:
Various themes presented by professors or researchers outside the Program. Open discipline so that there may be a vacancy so that a new topic, or a special topic, about Industry 4.0 can be taught.
Basic Bibliography:
To be defined in each version of the discipline
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| 6. Special Study on Industry 4.0
Workload: 45 hours (3 credits)
Professor: Supervisor or Professor defined by the Supervisor
Menu:
Open discipline for a specific study conducted by guiding, with direct supervision of his advisor and a possible professor defined by him.
Basic Bibliography:
To be defined in each version of the discipline
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