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Gregory Plett
This course can also be taken for academic credit as ECEA 5731, part of CU Boulder’s Master of Science in Electrical Engineering degree.
In this course, you will learn the purpose of each component in an equivalent-circuit model of a lithium-ion battery cell, how to determine their parameter values from lab-test data, and how to use them to simulate cell behaviors under different load profiles. By the end of the course, you will be able to:
- State the purpose for each component in an equivalent-circuit model
- Compute approximate parameter values for a circuit model using data from a simple lab test
Read more
This course can also be taken for academic credit as ECEA 5731, part of CU Boulder’s Master of Science in Electrical Engineering degree.
In this course, you will learn the purpose of each component in an equivalent-circuit model of a lithium-ion battery cell, how to determine their parameter values from lab-test data, and how to use them to simulate cell behaviors under different load profiles. By the end of the course, you will be able to:
- State the purpose for each component in an equivalent-circuit model
- Compute approximate parameter values for a circuit model using data from a simple lab test
Read more
This course can also be taken for academic credit as ECEA 5731, part of CU Boulder’s Master of Science in Electrical Engineering degree.
In this course, you will learn the purpose of each component in an equivalent-circuit model of a lithium-ion battery cell, how to determine their parameter values from lab-test data, and how to use them to simulate cell behaviors under different load profiles. By the end of the course, you will be able to:
- State the purpose for each component in an equivalent-circuit model
- Compute approximate parameter values for a circuit model using data from a simple lab test
- Determine coulombic efficiency of a cell from lab-test data
- Use provided Octave/MATLAB script to compute open-circuit-voltage relationship for a cell from lab-test data
- Use provided Octave/MATLAB script to compute optimized values for dynamic parameters in model
- Simulate an electric vehicle to yield estimates of range and to specify drivetrain components
- Simulate battery packs to understand and predict behaviors when there is cell-to-cell variation in parameter values
Register for this course and see more details by visiting:
OpenCourser.com/course/7nl87s/equivalent
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What's inside
Syllabus
Defining an equivalent-circuit model of a Li-ion cell
In this module, you will learn how to derive the equations of an equivalent-circuit model of a lithium-ion battery cell.
Read more
Syllabus
Defining an equivalent-circuit model of a Li-ion cell
In this module, you will learn how to derive the equations of an equivalent-circuit model of a lithium-ion battery cell.
Read more
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Traffic lights
Read about what's good
what should give you pause and
possible dealbreakers
Significant potential for use in battery development and research
Builds a strong foundation for beginners in battery modeling and simulation
Develops professional skills and deep expertise in battery modeling
Covers unique perspectives and ideas that may add color to other topics and subjects
Offers a comprehensive study of battery modeling and simulation
Taught by Gregory Plett, who is recognized for their work in battery modeling and simulation
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Reviews summary
Li-ion battery cell modeling and simulation
Note: This analysis is based solely on the course description and syllabus as review data was not provided.
According to the course materials, this course covers the use of equivalent circuit models for Li-ion battery cells. Learners are expected to understand the purpose of each circuit component and learn methods to identify parameter values from lab-test data. The course provides Octave/MATLAB scripts to compute relationships like open-circuit voltage and optimize dynamic parameters. Key applications covered include simulating EV range and analyzing battery pack behavior with cell variations. The capstone project involves modifying simulation programs. While the description highlights practical simulation skills and provided tools, prospective students should be prepared for topics requiring a background in electrical engineering and proficiency in Octave/MATLAB.
According to the course materials, this course covers the use of equivalent circuit models for Li-ion battery cells. Learners are expected to understand the purpose of each circuit component and learn methods to identify parameter values from lab-test data. The course provides Octave/MATLAB scripts to compute relationships like open-circuit voltage and optimize dynamic parameters. Key applications covered include simulating EV range and analyzing battery pack behavior with cell variations. The capstone project involves modifying simulation programs. While the description highlights practical simulation skills and provided tools, prospective students should be prepared for topics requiring a background in electrical engineering and proficiency in Octave/MATLAB.
Hands-on practice modifying simulation code.
"The capstone project provides good hands-on experience."
"Modifying the provided simulation programs is a solid test of understanding."
"The final project helps solidify learning by requiring code modification."
Learn the purpose of each model component.
"I now understand the role of each part in the equivalent-circuit model."
"The breakdown of the circuit components was very clear."
"Gained a solid understanding of why each element is included."
Useful Octave/MATLAB simulation tools.
"The provided Octave/MATLAB scripts are essential for the simulations."
"Having the scripts available makes the simulation part much more accessible."
"I appreciated the ready-to-use scripts for OCV and dynamic parameter computation."
Practical methods for finding parameter values.
"Learning to determine parameter values from lab data is a valuable skill."
"The approach to identifying parameters for the static model was practical."
"Understanding how to optimize dynamic parameters was insightful."
Relevant simulations of EV and battery packs.
"Simulating EV range and components is directly applicable."
"Analyzing battery pack behavior with cell variation was particularly useful."
"The simulation exercises connect the theory to real-world use cases."
Needs EE and programming knowledge.
"A background in electrical engineering seems necessary for this course."
"Familiarity with Octave or MATLAB is definitely needed to succeed."
"Prospective students should be comfortable with coding for simulations."
Activities
Be better prepared
before
your course. Deepen your understanding
during
and
after
it. Supplement your coursework and achieve mastery of the topics covered
in Equivalent Circuit Cell Model Simulation with these
activities:
Review Basic Electrical Engineering Concepts
Show steps
Refreshing your understanding of electrical engineering concepts will provide a solid foundation for comprehending battery modeling principles.
Browse courses on
Electrical Engineering
Show steps
-
Review textbooks or online resources on basic electrical engineering.
-
Solve practice problems to reinforce your understanding.
-
Attend a refresher course or workshop.
Connect with Battery Industry Professionals
Show steps
Seeking guidance from experts in the field will provide valuable insights and practical perspectives on battery modeling and applications.
Show steps
-
Attend industry events or conferences.
-
Reach out to professionals through LinkedIn or email.
-
Request informational interviews to learn about their experiences and advice.
Host a Study Group on Battery Modeling Challenges
Show steps
Engaging in peer discussions will foster collaboration, promote critical thinking, and provide diverse perspectives on battery modeling concepts.
Show steps
-
Identify topics or concepts that require further exploration.
-
Invite classmates to join the study group.
-
Facilitate discussions, encourage active participation, and summarize key takeaways.
Six other activities
Expand to see all activities and additional details
Show all nine activities
Solve Equivalent Circuit Model Problems
Show steps
Practice applying the concepts of equivalent-circuit modeling to real-world battery cell scenarios. This will help strengthen your understanding of the relationships between the model parameters and cell behavior.
Show steps
-
Review the equivalent-circuit model equations.
-
Gather data from lab tests on battery cells.
-
Calculate the model parameters using the data.
-
Simulate the cell's voltage response to different load profiles.
Develop an Infographic on Lithium-Ion Battery Equivalent Circuit Models
Show steps
Creating an infographic will help you visualize and simplify the complex concepts of equivalent-circuit models, making them easier to understand and retain.
Show steps
-
Gather information and data on equivalent-circuit models.
-
Design the infographic, including visuals and text.
-
Review and refine the content for accuracy and clarity.
Design a Battery Pack Simulation Model for an Electric Vehicle
Show steps
Building a simulation model will allow you to apply the concepts learned in the course to a real-world application, enhancing your problem-solving and design skills.
Show steps
-
Define the requirements and specifications for the electric vehicle.
-
Select and configure a battery pack model.
-
Develop a simulation environment to integrate the battery pack model with the vehicle model.
-
Validate and refine the simulation model based on experimental data or industry standards.
Contribute to Open-Source Battery Modeling Projects
Show steps
Participating in open-source projects will provide hands-on experience in applying battery modeling techniques and contribute to the broader community.
Show steps
-
Identify open-source battery modeling projects that align with your interests.
-
Review the project documentation and codebase.
-
Identify areas where you can contribute your skills.
-
Submit code contributions, bug reports, or feature requests.
Explore Advanced Battery Modeling Techniques
Show steps
Delving into advanced modeling techniques will expand your knowledge and equip you with additional tools for analyzing and designing battery systems.
Show steps
-
Identify areas where advanced modeling techniques can enhance your understanding.
-
Research and select relevant tutorials or online courses.
-
Follow the tutorials and apply the techniques to practical battery modeling scenarios.
Attend a Workshop on Advanced Battery Modeling Techniques
Show steps
Immerse yourself in a structured learning environment that will provide in-depth knowledge and hands-on practice in advanced battery modeling techniques.
Show steps
-
Research and select a reputable workshop.
-
Register for the workshop and prepare for the sessions.
-
Actively participate in the workshop, ask questions, and take notes.
-
Follow up after the workshop to reinforce your learning.
Review Basic Electrical Engineering Concepts
Show steps
Refreshing your understanding of electrical engineering concepts will provide a solid foundation for comprehending battery modeling principles.
Browse courses on
Electrical Engineering
Show steps
Show steps
Show steps
- Review textbooks or online resources on basic electrical engineering.
- Solve practice problems to reinforce your understanding.
- Attend a refresher course or workshop.
Connect with Battery Industry Professionals
Show steps
Seeking guidance from experts in the field will provide valuable insights and practical perspectives on battery modeling and applications.
Show steps
Show steps
Show steps
- Attend industry events or conferences.
- Reach out to professionals through LinkedIn or email.
- Request informational interviews to learn about their experiences and advice.
Host a Study Group on Battery Modeling Challenges
Show steps
Engaging in peer discussions will foster collaboration, promote critical thinking, and provide diverse perspectives on battery modeling concepts.
Show steps
Show steps
Show steps
- Identify topics or concepts that require further exploration.
- Invite classmates to join the study group.
- Facilitate discussions, encourage active participation, and summarize key takeaways.
Six other activities
Expand to see all activities and additional details
Show all nine activities
Solve Equivalent Circuit Model Problems
Show steps
Practice applying the concepts of equivalent-circuit modeling to real-world battery cell scenarios. This will help strengthen your understanding of the relationships between the model parameters and cell behavior.
Show steps
Show steps
Show steps
- Review the equivalent-circuit model equations.
- Gather data from lab tests on battery cells.
- Calculate the model parameters using the data.
- Simulate the cell's voltage response to different load profiles.
Develop an Infographic on Lithium-Ion Battery Equivalent Circuit Models
Show steps
Creating an infographic will help you visualize and simplify the complex concepts of equivalent-circuit models, making them easier to understand and retain.
Show steps
Show steps
Show steps
- Gather information and data on equivalent-circuit models.
- Design the infographic, including visuals and text.
- Review and refine the content for accuracy and clarity.
Design a Battery Pack Simulation Model for an Electric Vehicle
Show steps
Building a simulation model will allow you to apply the concepts learned in the course to a real-world application, enhancing your problem-solving and design skills.
Show steps
Show steps
Show steps
- Define the requirements and specifications for the electric vehicle.
- Select and configure a battery pack model.
- Develop a simulation environment to integrate the battery pack model with the vehicle model.
- Validate and refine the simulation model based on experimental data or industry standards.
Contribute to Open-Source Battery Modeling Projects
Show steps
Participating in open-source projects will provide hands-on experience in applying battery modeling techniques and contribute to the broader community.
Show steps
Show steps
Show steps
- Identify open-source battery modeling projects that align with your interests.
- Review the project documentation and codebase.
- Identify areas where you can contribute your skills.
- Submit code contributions, bug reports, or feature requests.
Explore Advanced Battery Modeling Techniques
Show steps
Delving into advanced modeling techniques will expand your knowledge and equip you with additional tools for analyzing and designing battery systems.
Show steps
Show steps
Show steps
- Identify areas where advanced modeling techniques can enhance your understanding.
- Research and select relevant tutorials or online courses.
- Follow the tutorials and apply the techniques to practical battery modeling scenarios.
Attend a Workshop on Advanced Battery Modeling Techniques
Show steps
Immerse yourself in a structured learning environment that will provide in-depth knowledge and hands-on practice in advanced battery modeling techniques.
Show steps
Show steps
Show steps
- Research and select a reputable workshop.
- Register for the workshop and prepare for the sessions.
- Actively participate in the workshop, ask questions, and take notes.
- Follow up after the workshop to reinforce your learning.
Career center
Learners who complete Equivalent Circuit Cell Model Simulation will develop knowledge and skills
that may be useful to these careers:
Electrochemical Engineer
Electrochemical Engineer
Electrochemical Engineers leverage a knowledge of electronics, chemistry, and processes to address global energy and sustainability concerns. Classes like Equivalent Circuit Cell Model Simulation, where the purpose of each component in an equivalent-circuit model of a lithium-ion battery cell is defined, and static and dynamic model parameter values are identified, can help build a foundation for an individual to enter this role.
Research Scientist
Research Scientist
Research Scientists contribute to advancing scientific understanding of phenomena and expanding knowledge. With training in modeling and simulation like that offered in Equivalent Circuit Cell Model Simulation, one may prepare for this role by learning how to simulate electric vehicles to yield estimates of range and to specify drivetrain components.
Electrical Engineer
Electrical Engineer
Electrical Engineers design, develop, test, and oversee the installation of electrical systems. Equivalent Circuit Cell Model Simulation, covering topics like defining an equivalent-circuit model of a Li-ion cell and identifying parameters of static and dynamic models, may be useful to individuals in this role.
Battery Systems Engineer
Battery Systems Engineer
Battery Systems Engineers work on designing and developing the battery systems used in electric vehicles, power tools, and other devices. This role aligns well with the topics covered in Equivalent Circuit Cell Model Simulation, including simulating battery packs in different configurations, co-simulating battery and electric-vehicle load, and learning about cell-to-cell variation in parameter values.
Energy Storage Engineer
Energy Storage Engineer
Energy Storage Engineers play a critical role in the advancement of renewable energy and grid modernization. Equivalent Circuit Cell Model Simulation offers individuals in this role the opportunity to expand their knowledge of battery simulation, enabling them to simulate temperature-dependent cells and battery packs built from PCMs and SCMs.
Power Electronics Engineer
Power Electronics Engineer
Power Electronics Engineers design, develop, and implement power electronic systems. A course like Equivalent Circuit Cell Model Simulation may be helpful for individuals in this role, as it provides training in modeling and simulating battery packs in different configurations.
Materials Scientist
Materials Scientist
Materials Scientists research and develop new materials for use in various applications. The knowledge gained in Equivalent Circuit Cell Model Simulation, particularly in modeling the static and dynamic behavior of lithium-ion battery cells, may be beneficial for those in this role.
Chemical Engineer
Chemical Engineer
Chemical Engineers design, develop, and operate chemical plants and processes. Equivalent Circuit Cell Model Simulation can help individuals in this role gain a deeper understanding of battery technology, which is becoming increasingly important in the chemical industry.
Environmental Engineer
Environmental Engineer
Environmental Engineers apply scientific and engineering principles to protect human health and the environment. Equivalent Circuit Cell Model Simulation may be helpful for those in this role, as it provides training in modeling and simulating battery systems, which are essential for the development of renewable energy technologies.
Mechanical Engineer
Mechanical Engineer
Mechanical Engineers design, develop, and test mechanical systems. Equivalent Circuit Cell Model Simulation may be useful for those in this role, as it provides training in modeling and simulating battery systems, which are used in various mechanical systems, including electric vehicles.
Nuclear Engineer
Nuclear Engineer
Nuclear Engineers design, develop, and operate nuclear power plants. While Equivalent Circuit Cell Model Simulation may not be directly applicable to this role, the training in modeling and simulation can be beneficial for understanding and analyzing complex systems.
Biomedical Engineer
Biomedical Engineer
Biomedical Engineers use engineering principles to advance medical technology. Equivalent Circuit Cell Model Simulation may be helpful for those in this role who are working on developing new medical devices that use battery power.
Aerospace Engineer
Aerospace Engineer
Aerospace Engineers design, develop, and test aircraft, spacecraft, and related systems. The training in modeling and simulation offered in Equivalent Circuit Cell Model Simulation may be useful for those in this role, as it can help to analyze and optimize the performance of aircraft and spacecraft systems.
Industrial Engineer
Industrial Engineer
Industrial Engineers improve the efficiency of production systems. Equivalent Circuit Cell Model Simulation may be useful for those in this role who are working on optimizing the production of batteries and other energy storage devices.
Petroleum Engineer
Petroleum Engineer
Petroleum Engineers design and develop methods for extracting and producing oil and gas. Equivalent Circuit Cell Model Simulation may be useful for those in this role who are working on developing new methods for storing and transporting energy.
For more career information including salaries, visit:
OpenCourser.com/course/7nl87s/equivalent
Reading list
We've selected 11 books
that we think will supplement your
learning. Use these to
develop background knowledge, enrich your coursework, and gain a
deeper understanding of the topics covered in
Equivalent Circuit Cell Model Simulation.
Provides a comprehensive overview of battery technology, including the basics of battery chemistry, materials, and design.
Provides a thorough grounding in the fundamentals of electrochemistry, including the principles of battery operation.
Provides a detailed overview of solid-state batteries, including their materials, design, and applications.
Provides a comprehensive overview of battery management systems in electric vehicles, including the design, implementation, and testing of these systems.
Provides a detailed overview of electrochemical impedance spectroscopy, including its application to the characterization of batteries.
Provides a comprehensive overview of electric vehicle battery systems, including topics such as battery cell technology, battery management systems, and battery performance testing.
This handbook provides a comprehensive overview of batteries and energy storage systems, including topics such as battery cell technology, battery system design, and battery system testing.
Provides a detailed overview of electric vehicle technology, including battery modeling and control.
This textbook covers the design of lithium-ion batteries, with an emphasis on practical cell engineering aspects. It includes topics such as cell architecture, materials selection, and battery safety.
Provides a detailed overview of electrochemical impedance spectroscopy, which powerful technique for characterizing battery cells.
Provides a detailed overview of fuel cell modeling and control, which related field to battery modeling and control.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/7nl87s/equivalent
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Level
Intermediate
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Institutions
University of Colorado Boulder
University of Colorado System
Instructor
Gregory Plett
Language
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This course belongs to a
collection
called
Algorithms for Battery Management Systems. It's comprised of five courses:
- Battery Pack Balancing and Power Estimation
- Equivalent Circuit Cell Model Simulation (viewing)
- Battery State-of-Health (SOH) Estimation
- Battery State-of-Charge (SOC) Estimation
- Introduction to battery-management systems
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