Category: Announcements

Course Recommendations for ECE Graduate Students – Fall 2026 

This post outlines the requirements and structures for three primary graduate programs in the ECE Department during the 2026-2027 academic year:

  1. Master of Science in Robotics Engineering (MS ERE)
  2. Master of Science in Electrical and Computer Engineering (MS EECE)
  3. PhD in Electrical and Computer Engineering (PhD ECE)

Program Comparison Summary

Feature MS Robotics (MS ERE) MS ECE (MS EECE) PhD ECE (with MS) PhD ECE (Direct/no MS)
Total Credits 30 30 30 60
EE Course Credits MIN Coursework – 15
Report – 12
Thesis – 10
Coursework – 15
Report – 12
Thesis – 10
9-12 21
3000-level Courses Not permitted  Not permitted  Not permitted  Not permitted 
4000-level MAX Coursework – 12
Report – 12
Thesis – 10
Coursework – 12
Report – 12
Thesis – 10
0-3 6-8
Max Co-op Credits 3 credits (UN 5000-5003) 3 credits (UN 5000-5003) 3 credits (UN 5000-5003) 3 credits (UN 5000-5003)
RCR Requirement 1-3 credits (Report/Thesis) 1-3 credits (Report/Thesis) 1-3 credits 1-3 credits
Typical Duration 1.5 – 2 Years 1.5 – 2 Years 3 – 5 Years 4 – 6 Years

Academic Flexibility & Course Load

Unlike undergraduate degree programs, graduate degrees are more flexible, allowing students to tailor their plan of study to their specific goals and interests. A Master of Science student may select courses of their choosing, provided they conform to the degree requirements. The standard course load for a graduate student is nine (9) credits per semester. Please contact the ECE Graduate Program Director to schedule an advising session.

Online Course Registration Guidelines

Specific regulations govern online enrollment for on-campus graduate students:

  • Dual-Delivery Courses (+OL): Online sections of courses offered concurrently with on-campus sections are unavailable to on-campus students.
  • CPT Exception: On-campus students participating in Curricular Practical Training (CPT) are permitted to enroll in these online course sections.
  • Exclusively Online Courses: Graduate courses that are offered only in an online format (without an equivalent on-campus section) are open to on-campus students.

Fall 2026 Graduate Course Recommendations & Class Descriptions 

To assist with academic planning and elective registration, the active graduate-level courses offered in Fall 2026 are listed below. Courses covering multi-disciplinary domains are cross-listed in all applicable technical areas. The indicator (+OL) identifies courses that offer online enrollment options.

1. Power & Energy

Focus: Power transmission, conversion, machines, and smart-grid integration.

  • EE 4221 – Power System Analysis 1 (+OL) Covers power transmission line parameters and applications, symmetrical components, transformer and load representations, system faults and protection, and the per-unit system.
  • EE 4227 – Power Electronics (+OL) Fundamentals of circuits for electrical energy processing. Covers switching converter principles for dc-dc, ac-dc, and dc-ac power conversion. Other topics include harmonics, pulse-width modulation, feedback control, magnetic components, and power semiconductors.
  • EE 5200 – Advanced Methods in Power Systems (+OL) Advanced analysis and simulation methods for load flow, symmetrical components, short-circuit studies, optimal system operation, stability, and transient analysis. Application of commonly used software reinforces concepts and provides practical insights.
  • EE 5230 – Power System Operations (+OL) Study of advanced engineering and economic algorithms and analysis techniques for the planning, operation, and control of the electric power system from generation through transmission to distribution.
  • EE 5900 – Modern Power System Dynamics (+OL) Focuses on the dynamic behavior, stability analysis, modeling, and transient control of modern interconnected electrical networks.
  • EE 5900 – High Voltage Engineering (+OL) Examines insulation engineering, breakdown mechanisms in solids, liquids, and gases, overvoltages, testing methods, and high-voltage safety procedures.

2. Signals & Systems

Focus: Processing, analysis, systems modeling, and communications engineering.

  • EE 4252 – Digital SP and Applications Digital signal processing techniques with emphasis on applications. Includes sampling, the Z-transform, digital filters, and discrete Fourier transforms. Emphasizes techniques for design and analysis of digital filters. Special topics may include the FFT, windowing techniques, quantization effects, physical limitations, image processing basics, image enhancement, image restoration, and image coding.
  • EE 5500 – Prob & Stoch Processes (+OL) Theory of probability, random variables, and stochastic processes, with applications in electrical and computer engineering. Probability measure and probability spaces. Random variables, distributions, expectations. Random vectors and sequences. Stochastic processes, including Gaussian and Poisson processes. Stochastic processes in linear systems. Markov chains and related topics.
  • EE 5715 – Linear Systems Theory & Design (+OL) Overview of linear algebra, Modern Control: state-space based design of linear systems, observability, controllability, pole placement, observer design, stability theory of linear time-varying systems, Lyapunov stability, optimal control, Linear Quadratic regulator, Kalman filter, Introduction to robust control.
  • ME 4775 – Control Sys Analysis & Design (+OL) This course covers topics of control systems design. Course includes a review for modeling of dynamical systems, stability, and root locus design. Also covers control systems design in the frequency domain, fundamentals of digital control and nonlinear systems.
  • ME 5670 – Experimental Design in Engg (+OL) Review of basic statistical concepts. Models for testing significance of one or many factors. Reducing experimental effort by incomplete blocks and Latin squares. Factorial and fractional factorial designs. Response surface analysis for optimal response.

3. ElectroPhysics

Focus: Physical systems, devices, electromagnetic fields, and semiconductor material processing.

  • EE 4490 – Laser Systems and Applications Survey of laser types and analysis of common physical and engineering principles, including energy states, inversion, gain, and broadening mechanisms, from a quantum-mechanical perspective. Laser applications and laser properties are explored in the laboratory portion.
  • EE 5330 – Chip Fabrication This course provides an advanced introduction to the science and engineering involved in semiconductor device fabrication associated with microelectronic chips through lecture and laboratory exercises.

4. Computer Engineering

Focus: Processing hardware, algorithms, networking, and automotive computer systems.

  • EE 4173 – Comp Sys Engineering & Perform Covers the principles and practices of modern computer architecture. Emphasizes quantitative performance evaluation of: memory hierarchies, from cache through virtual memory; pipelined processors with advanced hazard management; and combined processor/memory systems. Introduces RAID, superscalars, parallel processing, cache coherence, and performance simulation software.
  • EE 4271 – VLSI Design Design of VLSI circuits using CAD tools. Analysis of physical factors affecting performance. Exhibit content learning through a course project demonstration.
  • EE 4272 – Computer Networks Computer network architectures and protocols; design and implementation of datalink, network, and transport layer functions. Introduction to the Internet protocol suite (TCP, UDP, IP), domain name service and protocols, file sharing protocols, wireless networks, and network security.
  • EE 5271 – VLSI Design Design of VLSI circuits using CAD tools. Analysis of physical factors affecting performance. Exhibit content learning through a course project demonstration.
  • EE 5455 – Cybersecurity Indust Ctrl Sys (+OL Only) General introduction to cybersecurity of industrial control systems and critical infrastructures. Topics include NIST and DHS publications, threat analysis, vulnerability analysis, red teaming, intrusion detection systems, industrial networks, industrial malware, and selected case studies.

5. Robotics

Focus: Industrial automation, autonomous perception, intelligence algorithms, control design, and embedded architectures.

  • EE 4235 – Sensing/Processing in Robotics Sensing and signal processing for robotics applications in manufacturing and autonomous navigation. Heavy emphasis on developing, testing, and evaluating algorithms. MATLAB programming required.
  • EE 5715 – Linear Systems Theory & Design (+OL) Overview of linear algebra, Modern Control: state-space based design of linear systems, observability, controllability, pole placement, observer design, stability theory of linear time-varying systems, Lyapunov stability, optimal control, Linear Quadratic regulator, Kalman filter, Introduction to robust control.
  • EE 5821 – Computational Intelligence This course covers the four main paradigms of Computational Intelligence, viz., fuzzy systems, artificial neural networks, evolutionary computing, and swarm intelligence, and their integration to develop hybrid systems. Applications of Computational Intelligence include classification, regression, clustering, controls, robotics, etc.
  • EE 5900 – Machine Learning for Robotics Introduces foundational machine learning paradigms and algorithms, deep neural network designs, and training procedures tailored for robot control, vision, and autonomous decision-making processes.
  • ME 4707 – Autonomous Systems The main concepts of autonomous systems will be introduced including motion control, navigation, and intelligent path planning and perception. This is a hands-on project based course. Students will have the opportunity to work with mobile robotics platforms. Having a foundational understanding of programming is recommended to make the most of this course.

6. Automotive

Focus: Powertrains, hybrid architecture, electric vehicles, vehicle modeling, and dynamic system optimization.

  • EE 4295 – Intro Propulsion Sys for HEV (+OL) Hybrid electric drive vehicle analysis will be developed and applied to examine the operation, integration, and design of powertrain components. Model based simulation and design is applied to determine vehicle performance measures in comparison to vehicle technical specifications. Power flows, losses, energy usage, and drive quality are examined over drive-cycles via application of these tools.
  • EE 5811 – Automotive Systems (+OL) Automotive systems for light-duty vehicles are examined from the perspectives of requirements, design, technical, and economic analyses to meet advanced mobility needs. This course links the content for the automotive systems graduate certificate in controls, powertrain, vehicle dynamics, and connected and autonomous vehicles.
  • ME 4775 – Control Sys Analysis & Design (+OL) This course covers topics of control systems design. Course includes a review for modeling of dynamical systems, stability, and root locus design. Also covers control systems design in the frequency domain, fundamentals of digital control and nonlinear systems.
  • ME 5680 – Optimization I Provides introductory concepts to optimization methods and theory. Covers the fundamentals of optimization, which is central to any problem involving engineering decision making. Provides the tools to select the best alternative for specific objectives.

IPC & Electronics Student Chapter Hosts Event

Participants gathered in the Plexus Innovation Lab late last week to create Christmas tree ornaments, an event sponsored by the IPC & Electronics Student Chapter at Michigan Tech with some help from the Blue Marble Security Enterprise. Pictured are students creating their ornaments using the pick and place machines within the lab, and others optically inspecting the boards’ soldered connections to detect and identify defects. https://www.involvement.mtu.edu/organization/ipc-electronics

Picture of the Christmas tree ornament created by participants in the event.
The IPC & Electronics Student Chapter at Michigan Tech hosted a Christmas tree ornament making event.
Picture of students using the pick and place machines to create their ornament in the Plexus Innovation Lab.
Student participants use the pick and place machine to create their ornaments.
Participants in the event inspecting the boards for defects.
Student participants in the event inspect the boards soldered connections to detect/identify defects.

ECE Hosts Work Bees to Make Outreach Kits

Small group of Society of Women Engineers volunteers preparing outreach kits.
Society of Women Engineers (SWE) members volunteer to prepare holiday tree circuit board kits for use in “near-peer” outreach.

On a Mission to Make Hundreds of Outreach Kits, ECE Hosts Work Bees

by Liz Fujita

On multiple evenings in October, the lab space in EERC 722 was the image of organized chaos. Bags of LEDs, resistors, capacitors, switches, and batteries spilled out on lab benches, waiting to be counted out into bags. Soldering irons heated up, fume-extracting fans whirring. Empty boxes steadily filled with kits ready to bring to pre-college students. With 600 hands-on outreach kits to prepare, the Department of Electrical and Computer Engineering has been hard at work this fall with the help of phenomenal student volunteers, and there is still plenty more to go. 

Interim chair Dr. Glen Archer is the PI on a grant from the Michigan Space Grant Consortium (MSGC) for the 2020-21 academic year that focuses on getting electrical engineering projects out to pre-college students at multiple levels. Along with co-PI Dr. Gretchen Hein (MMET) and academic advisor Liz Fujita (ECE), the program centers on multiple layers of mentorship.

“It’s an ambitious idea,” says Fujita, who in addition to advising helps to coordinate outreach efforts in the ECE department. “Michigan Tech has a lot of successful outreach programs that rely on this idea of near-peer mentoring—that idea that college students presenting information is more engaging, cooler, and better-received by high school students.” The MSGC proposal calls for several layers of near-peer mentoring to take place at several schools: 

College students teach high school students how to solder and the basics of electronic components with the heart rate monitor boards

Under the guidance of those college mentors, the high school students teach middle school students similar skills on the (slightly easier) tree circuit boards. 

And, lastly, the middle schoolers take bouncy bot kits to their elementary school to teach 4th and 5th graders the basics of circuits. 

All of this requires a tremendous amount of preparation. In October alone, members of Blue Marble Security Enterprise and the Society of Women Engineers spent a combined 50+ hours soldering, counting, stuffing bags, and organizing materials. 

ECE has on multiple occasions joined forces with the Society for Women Engineers. Funding for this project includes support for not only the activity kits themselves (circuit boards, LEDs, resistors, batteries, etc.), but also for soldering stations, storage bins, and travel to schools in the local area as well as downstate. The combined funding secured by SWE and ECE will enable them to prepare 200 of each activity kit.

Notes Archer, “Near-peer mentoring allows younger students to picture themselves in a future state. They see this person in front of them and imagine their own life, in that role.” Although current COVID-19 restrictions leave the group unsure of when they will be able to visit schools, they remain optimistic. And, as work bees continue, they will be more than ready!

Volunteer ECE students preparing kits for near-peer mentoring projects sponsored by the Michigan Space Grant Consortium (MSGC)

New Optics and Photonics Scholarship Available

A new scholarship at Michigan Tech is expected to advance the study of optics and photonics. The Optics and Photonics Scholarship was set up this past year by Michigan Tech Electrical and Computer Engineering alumnus Eustace Dereniak (‘63). Dereniak is a retired Professor and Professor Emeritus of Optical Sciences and Electrical and Computer Engineering at the University of Arizona, Tucson, AZ. He is also a past President of the International Society for Optics and Photonics (SPIE).

Chris Middlebrook, Associate Professor of Electrical and Computer Engineering at Michigan Tech, states that “The establishment of the Optics and Photonics Scholarship for undergraduate ECE students or other engineering students is a huge first step in the future direction of optical research and development at MTU.”

Photonics, the manipulation of light (photons), has revolutionized medical imaging, autonomous vehicles, solar power, optical computers, space optics and 3D printing. Photonics is poised to become the key technology of the future, surpassing electronics with new engineering challenges for the 21st Century.  A photon velocity is about 1000 times faster than electron velocity. Dereniak said, “My goal in establishing this scholarship is to motivate Michigan Tech’s engineering students to become hooked on optics as they investigate Michigan Tech’s optics/photonics curriculum and the unique career opportunities that exist within this rapidly growing field.”

SPIE has offered to match dollar-for-dollar any contributions to the scholarship fund, up to $60,000. Any person or organization that would like to contribute to the scholarship can do so by making a check payable to “Michigan Tech Fund #5392.” They may also contribute online at https://www.mtu.edu/givenow/?code=GIV0 (be sure to specify fund #5392).

Giving Day is April 11th!

April 11th is Michigan Tech’s first 24-Hour Giving Challenge! Support your favorite area of campus by making a gift of any amount!  There are so many opportunities throughout the day to have our gifts matched along with additional funds from generous donors. Leroy Keranen ’61 has generously agreed to donate $25,000 to the robotics engineering fund if 25 people donate any amount.  Simply go to www.give.mtu.edu and click on the Robotics Engineering campaign. #goldblackgiveback

 

ECE Annual Report 2017

ece-annual-report-2017We are happy to share with you our newly released ECE Annual Report 2017. A look back at our past year highlights research activities from nine of our faculty members in the area of mobility, along with graduate students Mojtaba Bahramgiri, Derek Chopp, and Mehdi Jafari. We share in the good news received during the year in which three of our assistant professors received major early career awards: Lucia Gauchia and Zhaohui Wang received National Science Foundation CAREER awards and Jeremy Bos received the US Air Force Young Investigator Program award. We highlight two of our many outstanding undergraduate students, Brian Flanagan and Casey Strom, for accomplishments and contributions during their BS degree studies. This May we celebrated the 50th anniversary of the first female graduate of the Michigan Tech EE department, Pat Anthony. Pat was honored by the University during spring commencement and was also inducted into the ECE Academy. Once again the year included a wide variety of hands-on student projects in our Senior Design and Enterprise programs and we thank our sponsors for making it all possible! We invite you to read about these stories and more. From all of us at ECE, happy holidays and best wishes for 2018!

Faculty claim Maxwell Cup in high scoring tilt against students, 12-10

hockey-2017The faculty pulled out a thrilling 12-10 come-from-behind overtime victory in the 2017 edition of the annual ECE student-faculty hockey game, held at the MacInnes Ice Arena on Saturday, December 2. Both sides showed energy and enthusiasm in the first period, with goals see-sawing back and forth to a score of 5-4 with students in the lead at the end of the period. The defenses stepped it up in the second period, with only one goal scored mid-period by the faculty to even things up at 5-5, until the students scored two quick goals in the last 30 seconds to go ahead 7-5. In the last period, both sides battled to 10-8 with students on top with two minutes to go. The faculty pulled the goalie and scored two more goals to tie it up 10-10 with just seconds remaining. The game went to a 5-round shootout, which the faculty took in four rounds 2-0, for a final score of 12-10. Special mention goes to Mark Maroste for scoring two goals in regulation and one in the shootout, to Adam Webb for a hat trick in regulation and for the second and winning shootout goal, and to faculty goalie Brian Hutzler for turning away roughly 100 shots and shutting out the students in overtime.

The game was enjoyed by the largest crowd ever to attend the annual department event, and the same crowd enjoyed numerous door prizes and pizza after the game. A good time was had by all, and many of the aging faculty players could still walk after it was all over.

Cameron Philo receives Best Green Innovation – Bob Mark Elevator Pitch Competition

bobmarkelevatorpitchcompetition2017EE major Cameron Philo received “Best Green Innovation” at the 2017 Bob Mark Elevator Pitch Competition held Saturday in the Van Pelt and Opie Library.

Philo was selected for his “3D Windmill,” a unique compact windmill design to bring electricity to underdeveloped regions. Along with the $250 cash prize, Philo will join the other 10 award recipients in Silicon Valley during Spring Break 2018.

For a complete list of prize winners see Tech Today.

Joan Becker is a Lean Facilitator

Joan Becker
Joan Becker

Michigan Tech’s new Lean facilitators were recognized April 11, 2017. These new facilitators completed a six-month training program with classroom learning and work-related projects. They received in-depth training on team building, conflict management, organizational change, facilitating techniques and Lean methods and tools. They are now ready to join the current Lean facilitators and will spread continuous improvement using Lean thinking across the University.

Among the graduates is Joan Becker, ECE Graduate Program Coordinator.

For more information about the Lean facilitator training, contact improvement@mtu.edu.

Original story by the Office of Continuous Improvement.

Joan Becker
Joan accepts her certificate of completion.

Fridays with Fuhrmann: Autonomous Huskies on the Move

autodrivechallengeIt has definitely not been a quiet week in Houghton. Some pretty exciting news in the ECE Department was made public, and I will share that with you shortly below. There was also some bittersweet news for the entire university, and I think it best if I lead with that. This past Wednesday, two days ago, our university president Glenn Mroz announced in an e-mail to the campus community that he was stepping down as president and returning to the ranks of the faculty, effective June 30, 2018. That date is over a year away, so there is plenty of time for an orderly transition in the administration, and also plenty of time for reflections and best wishes which I am certain will be ample as the date approaches. President Mroz has worked tirelessly on behalf of Michigan Tech and is much loved by the university community. The institution has made some important strides forward under his leadership. I will leave it at that (for now), and just add that we have an interesting year ahead of us.

Now on to the good news. On Wednesday it was announced that Michigan Tech is one of 8 universities in North America selected to participate in the GM/SAE AutoDrive Challenge. This is a collegiate competition, jointly sponsored by General Motors (GM) and the Society of Automotive Engineers (SAE), with the goal of having students design, build, and test a fully autonomous vehicle. The students will take an existing vehicle – a Chevy Bolt, donated as part of GM’s sponsorship – and outfit it with sensors, processing, and control strategies to make it autonomous, over a period of three years. It is an ambitious project, with an ambitious goal, and I couldn’t be happier that we will be a part of it.

There was a competition just to get into the competition. The Michigan Tech team that prepared the winning proposal was led by Prof. Jeremy Bos of the ECE Department, who worked closely with Prof. Darrell Robinette of the Department of Mechanical Engineering-Engineering Mechanics. There was also close cooperation with Rick Berkey of the Pavlis Honors College, who is responsible for much of the oversight of the Michigan Tech’s signature Enterprise Program. The reason behind the Pavlis participation is that the competition activity will take place in the Robotic Systems Enterprise, which is hosted in the ECE Department but which includes membership from other parts of campus, most notably ME-EM and Computer Science. Next year Prof. Bos will take over as faculty advisor for the Robotic Systems Enterprise, and AutoDrive will comprise a major portion of his teaching assignment.

The announcement was made on Wednesday with much fanfare at the SAE World Congress, a large technical conference and exposition for automotive engineers held at CoBo Hall in downtown Detroit. There was a big lunch for all the winning teams and then a ceremony, with speeches by representatives of GM and SAE and announcements of the winning teams with plenty of photo opportunities, for ourselves and for the press. It was a wonderful moment. SAE was extraordinarily generous with us and the other teams, paying for all the travel expenses to attend the conference and particularly the announcement event. There were four us on hand – Jeremy, Darrell, ME-EM chair Bill Predebon, and me.

We had a chance to meet the other teams; they are:

Kettering University
Michigan State University
University of Toronto
University of Waterloo
North Carolina A&T State University
Texas A&M University
Virginia Tech

I have a lot of respect for these other institutions and I know the competition will be stiff. I welcome the opportunity to see how Michigan Tech stacks up.

I am excited about this turn of events for several reasons. First off, I have been advocating for the past year or so for the ECE Department to have a larger footprint in the areas of the robotics, control, and automation. A lot has been coming together in this regard, e.g. the growth of the Robotic Systems Enterprise, some changes to the curriculum, and development of our research programs, but this may very well become our most visible activity in the area. I have to add, this is not just about ECE: it will be a team effort involving ECE, ME-EM, and CS. This is a great opportunity for these three units to show what can accomplished when we break down the silos a little bit and work toward a common goal. In doing this we will meet another objective of mine, which is to ensure that our work is beneficial to the state of Michigan and the larger Great Lakes region. I see a renaissance in the state that is driven in part by the development of new technologies surrounding the “mobility” area, which leverages the considerable engineering talent that already exists here. Engineers who can cross disciplinary boundaries among ME, EE, and CS are needed to keep this movement vital. I want Michigan Tech to be known as an institution that is doing its part for the economic growth and revitalization of the region, through both our research and through educational programs that meet the state’s workforce needs.

I also believe a program like the GM/SAE AutoDrive Challenge will do a lot to stir the imagination of new and prospective students at Michigan Tech. A lot of high school students that come to campus have experience in FIRST Robotics, and when they visit us the first thing they want to know is, what do we have going in robotics? Do we ever have an answer now: how would you like to be part of a team building a fully autonomous vehicle? The aspiring engineers in FIRST Robotics – and just yesterday I met a very capable and enthusiastic team at the Macomb Academy of Arts and Sciences, in Armada, Michigan – have the passion and the drive to see this project through to a successful conclusion as they mature as college students. I predict we are going to see another jump in enrollment in ECE and ME-EM as word of this competition gets around.

We see a lot in the popular press these days about autonomous vehicles and how quickly the technology is developing. I think this is the “moon shot” for the current generation. We may not know how we are going to get there, but it is pretty clear that we are going to get there one way or another. In analogy with the original moon shot in the 1960s and 1970s, this effort may be more valuable for new spin-off technologies that result than it is for the stated goal. If you think about it, what did we really accomplish in 1969? We put some men on the moon, they drove around in buggies, and collected some rocks – big deal. What was really launched in the NASA lunar missions was an entire electronics and computing industry, with far-reaching consequences leading right to present day and far beyond. The same may happen with autonomous vehicles, as entirely new paradigms for sensing, processing, and artificial intelligence give rise to new life-altering technologies that we cannot even imagine today.

When President Mroz issued his open letter to the campus community on Wednesday, he included this critically important statement: “I have no intention of allowing Michigan Tech to lose its forward momentum.” The AutoDrive Challenge is a perfect example of that forward momentum. There may be transitions and uncertainty in the university’s future, just as in the landscape of mobility technologies, but that is no reason to look to the future with anything less than optimism and a sense of wonder about the possible. I wish our AutoDrive team all the best of luck, and will do everything I can to support them. Game on!

– Dan

Daniel R. Fuhrmann
Dave House Professor and Chair
Department of Electrical and Computer Engineering
Michigan Technological University