Electrical Engineering and Computer Science

EECS News

Reinforcement Renaissance

This article in Communications of the ACM reviews reinforcement learning and how it is complemented by deep learning in systems that aim to learn the way that humans do. Prof Satinder Singh Baveja is quoted in the article. [Full Story]

Related Topics:  Artificial Intelligence  Baveja, Satinder Singh  Lab-Artificial Intelligence  Machine Learning  

ECE Alumnus Leverages Big Data to Influence Corporate Strategy

Rodger Howell (BSE EE 1990) says data analytics and machine learning can be key to boosting revenues and streamlining financial reporting in this guest column. While many CFOs recognize the value of big data and its insights, some are overwhelmed by the volume of information available and have yet to fully leverage it. Rodger helps companies align costs to their business strategy as an Advisory principal for PwCs Strategy, [Full Story]

Related Topics:  Alumni  Big Data  

National Robotics Initiative: Celebrating Five Years, Looking Ahead

Move over, C-3PO and R2-D2! You may have been robot celebrities during the glory years of Star Wars, but next-generation robotics are the new, 21st century superstars. A recent event on Capitol Hill celebrated the five-year anniversary of the National Robotics Initiative. It also provided an opportunity for NRI-funded research groups to both display their accomplishments, and also encourage Congress to maintain this critical funding mechanism for robotics in the United States. Prof. Jessy Grizzle attended with a display on his work. [Full Story]

Related Topics:  Grizzle, Jessy  Lab-Software Systems  Robotics  

EECS Research Highlighted at 2016 Robotics: Science and Systems Conference

The University of Michigan was host to the 2016 Robotics: Science and Systems Conference, which took place June 18-22. The conference, which was co-chaired by Prof. Edwin Olson and Prof. Ryan Eustice, brought together researchers working on algorithmic or mathematical foundations of robotics, robotics applications, and analysis of robotic systems. The event gave attendees the opportunity to see the best research in all areas of robotics, as well as, attend invited talks, oral and interactive presentations of refereed papers, workshops, tutorials, and lab presentations. [Full Story]

Related Topics:  Grizzle, Jessy  Jenkins, Chad  Kuipers, Benjamin  Lab-Artificial Intelligence  Lab-Systems  Olson, Edwin  Revzen, Shai  Robotics  

Data Equality on the Internet Might Bring Unintended Consequences

Prof. Harsha Madhyastha was interviewed on Michigan Radio about the possibilities for unintended consequences of net neutrality, and the difficulty of finding an acceptable alternative. [Full Story]

Related Topics:  Lab-Software Systems  Madhyastha, Harsha  Networks and Networking  

New Undergraduate Program in Data Science Grows Rapidly, Graduates First Student

In Fall 2015, the EECS Department and the Department of Statistics in LSA launched a joint undergraduate program in Data Science. As of Spring of 2016, the program had grown to 79 declared majors, 36 in engineering and 43 in LSA. The first engineering student to graduate with a degree in data science was Ryan Schrader, a dual data science/computer science major who matriculated in December 2015. [Full Story]

Related Topics:  Alumni  Big Data  Undergraduate Students  

R&D's Scientist of the Year - Starting 50 Years Ago with the Pioneer

50 years ago R&D Magazine chose its very first recipient of the prestigious Scientist of the Year Award Emmett Leith. The professor of electrical engineering at the University of Michigan was presented with the honor for co-inventing the three-dimensional holography, better known as the technology of laser to help create 3D photography. [Full Story]

Related Topics:  Holography  Lab-Optics and Photonics  

ECE Alumnus Franklin Dollar 2016 Sloan Research Fellow and Most Promising Scientist

Franklin Dollar (MSE EE 2010, PhD Applied Physics 2012), Assistant Professor of Physics & Astronomy at UC-Irvine, was named a Sloan Research Fellow and Most Promising Scientist in 2016 by the American Indian Science and Engineering Society. Prof. Dollar directs the Dollar Lab of Ultrafast High Intensity Plasma Physics. [Full Story]

Related Topics:  Alumni  

Prof. Dragomir Radev Teaching Course on NLP Through Coursera

This summer, Prof. Dragomir Radev is teaching two offerings of his course,"Introduction to Natural Language Processing" through Coursera, the online education platform which aims to provide universal access to the worlds best education. The first course offering began July 4th and the second is set to begin on August 1st. Both sessions are 12 weeks long. [Full Story]

Related Topics:  Radev, Dragomir  

CSE Alumnae Adriane Chapman Recognized with Test of Time Award from ACM SIGMOD

Alumnae Adriane Chapman (CSE MS PhD 06 08) has been recognized with the prestigious ACM SIGMOD Test of Time Award for her influential paper on techniques for recording provenance for data that is copied among databases. Now a research scientist at MITRE, Dr. Chapman published the paper while a PhD student at Michigan. She shares the award with co-authors Drs. Peter Buneman and James Cheney, both of the University of Edinburgh, UK. [Full Story]

Related Topics:  Alumni  Databases  Jagadish, HV  Lab-Software Systems  Women in Computing  

The Mr. Robot Hack Report: Ransomware and Owning the Smart Home

This article references work done by UM CSE researchers, led by Prof. Atul Prakash, who recently exposed vulnerabilities in the Samsung SmartThings platform that let them set off smoke alarms or even unlock doors. [Full Story]

Related Topics:  Lab-Software Systems  Prakash, Atul  Security (Computing)  

Clever Tool Shields Your Car From Hacks by Watching its Internal Clocks

In a paper they plan to present at the Usenix security conference next month, researchers led by Kang G. Shin, the Kevin and Nancy O'Connor Professor of Computer Science, describe an easy-to-assemble tool they call the Clock-based Intrusion Detection System, or CIDS. CIDS characterizes the clock inaccuracies of all of the processors in a car in order to spot the malicious messages that hackers use to take control of vehicle components like brakes and transmission. [Full Story]

Related Topics:  Automotive industry  Graduate Students  Lab-Software Systems  Security (Computing)  Shin, Kang G.  

MARLO makes initial attempt at the Wave Field

Since he received a robot capable of walking outside, Jessy Grizzle has heard the siren call of the Wave Field, the undulating earthen art installation outside the Franois-Xavier Bagnoud building. MARLO finally got her shot at it. For now, Jessy and his graduate students are only attempting the easiest routes, between the grassy two- to three-foot moguls, over smaller undulations that Grizzle calls merely very difficult. [Full Story]

Related Topics:  Control Systems  Grizzle, Jessy  Lab-Systems  Robotics  

Stephane Lafortune Named Fellow of the International Federation of Automatic Control (IFAC)

Stephane Lafortune has been named Fellow of the International Federation of Automatic Control (IFAC), "For contributions to control and diagnosis of discrete event systems." Prof. Lafortune has been a leading researcher in the field of discrete event systems (DES) for the last 25 years. His fundamental work covers the gamut from modeling, analysis, diagnosis, control, and optimization. [Full Story]

Related Topics:  Control Systems  Lab-Software Systems  Lafortune, Stephane  

Danai Koutra Receives 2016 SIGKDD Doctoral Dissertation Award

Prof. Danai Koutra has been awarded the 2016 SIGKDD Doctoral Dissertation Award for her dissertation, "Exploring and Making Sense of Large Graphs," which she completed while a student at Carnegie Mellon University. The annual SIGKDD doctoral dissertation award recognizes excellent research by doctoral candidates in the field of data mining and knowledge discovery. Each year, SIGKDD receives over 15 nominations and only one winner is chosen. [Full Story]

Related Topics:  Koutra, Danai  Lab-Software Systems  

Experimenting with Post-Quantum Cryptography

This Google blog post announces the company's decision to test post-quantum cryptography in Chrome, in which a small fraction of connections between desktop Chrome and Google's servers will use a post-quantum key-exchange algorithm in addition to the elliptic-curve key-exchange algorithm that would typically be used. The algorithm used in the test builds on work by Prof. Chris Peikert and his collaborators. [Full Story]

Related Topics:  Lab-Theory of Computation  Peikert, Chris  Quantum Computing  Security (Computing)  

Online voting would be disastrous because hackers could hijack the democratic process

This article frames the very real dangers of online voting and underscores them with examples from Prof. J. Alex Halderman's work in demonstrating weaknesses in the Estonian online voting system and Washington DC's 2010 attempt at an Internet voting system. [Full Story]

Related Topics:  Digital Democracy  Halderman, J. Alex  Lab-Software Systems  Security (Computing)  

ECE alumnus is making unmanned flight safe

Raja Sengupta (MSE PhD EE:S 91, 95), a professor of civil and environmental engineering at UC Berkeley and co-founder of the startup company Responsible Robotics, heads a team spun out of the Cal Unmanned Aviation Lab that is creating new technologies that enable drone operators to easily comply with emerging regulations. To foster the safe development of a new industry, drone manufacturers, enthusiasts and regulators are trying to strike the right balance between access and accountability. Responsible Robotics has launched several products to meet that need. [Full Story]

Related Topics:  Alumni  Autonomous Vehicles   

A Women's History of Silicon Valley

Too often, in Silicon Valley as in other places, women are involved in significant events, but their stories go untold. They are the cofounders who are not named in press articles. Check out this list of seven women who were key figures in the technologies that made Silicon Valley what it is today. Included on the list is Professor Emeritus Lynn Conway, who helped make large-scale chip production and innovation possible with her pivotal work on VLSI. [Full Story]

Related Topics:  Conway, Lynn  Women in Computing  

Google snaps up startup in push to master computer vision

The future of computer vision looks bright following a string of tech acquisitions in the field, most recently by Google. Jason Corso offers his perspective on the future of computer vision and the challenges researchers have yet to overcome. [Full Story]

Related Topics:  Computer Vision  Corso, Jason  Lab-Systems  

Dean Munson honored with ASEE Benjamin Garver Lamme Award

In his last week as the Robert J. Vlasic Dean of Engineering, David Munson was honored with the Benjamin Garver Lamme Award from the American Society for Engineering Education (ASEE). This award is bestowed upon a distinguished engineering educator for contributions to the art of teaching, contributions to research and technical literature, and achievements that contribute to the advancement of the profession of engineering college administration. [Full Story]

Related Topics:  Lab-Systems  Munson Jr., David C.  

A Bipedal Robot Gets Its Swagger On

Popular Science watches MARLO take a stroll across the wave field for the first time. "She's trained her whole life for this moment: MARLO recently stomped and stumbled her way through a new milestone at University of Michigan's Wave Field. The field an art installation turned robot testing ground offers new challenges for the bipedal robot's lateral and forward balance, because of its uneven terrain." [Full Story]

Related Topics:  Control Systems  Grizzle, Jessy  Lab-Systems  Robotics  

MARLO the bipedal robot seems to be tipsy

MARLO has captured worldwide attention again with her exploration of the wave field on North Campus. As she tries to navigate the steep bumps with no sensors, just extraordinarily clever algorithms that have her adapting to what she "steps in," she appears to be, well, a bit drunk. This drunken behavior is just MARLO pushing the extremes of what a human-sized bipedal robot can do. See her on Gizmodo, Aol.On and MSN Video
Related Topics:  Control Systems  Grizzle, Jessy  Lab-Systems  Robotics  

Tesla crash raises concerns about autonomous vehicle regulation

The fatal crash of a Tesla Motors Inc Model S in Autopilot mode has turned up pressure on auto industry executives and regulators to ensure that automated driving technology is deployed safely. Jason Corso says the product is meant to be a beta test, and that the crash is a wake-up call to a need for significant further study. [Full Story]

Related Topics:  Autonomous Vehicles   Computer Vision  Corso, Jason  Lab-Systems  

Why experts worry about the Tesla crash

Jason Corso told the Detroit Free Press that Tesla's recent autopilot crash is "not a major setback, but an indication of the work still to do." The crash, which resulted in one fatality, occured when neither the automated system nor the driver recognized the white side of the semi-truck against a brightly lit sky. [Full Story]

Related Topics:  Autonomous Vehicles   Computer Vision  Corso, Jason  Lab-Systems  

Can Slower Financial Traders Find a Haven in a World of High-Speed Algorithms?

In this article at The Conversation, Prof. Michael Wellman reviews the latency arms race at the center of high-speed algorithmic trading, in which the first trader to react is able to make money off of slower rivals. He describes the possibility for a frequent call market, in which speed no longer categorically prevails, and how it could be implemented. [Full Story]

Related Topics:  Artificial Intelligence  Lab-Artificial Intelligence  Wenisch, Thomas  

Tracking and Mitigating Tail Latency in Data Centers

Computer science researchers have developed a modular load tester platform for data centers which is designed to help measure and mitigate tail latency. Called Treadmill, it is described in their paper, "Treadmill: Attributing the Source of Tail Latency through Precise Load Testing and Statistical Inference." [Full Story]

Related Topics:  Alumni  Artificial Intelligence  Big Data  Computer Architecture  Graduate Students  Lab-Artificial Intelligence  Lab-Computer Engineering (CE Lab)  Mars, Jason  Tang, Lingjia  

Two Michigan Papers Win Top Awards at IEEE Security and Privacy Symposium

Two papers authored by EECS researchers were selected for top honors at the 37th IEEE Symposium on Security and Privacy. One of the papers, describing and demonstrating a malicious hardware backdoor, received the Distinguished Paper Award. The second, which demonstrated security failings in a commercial smart home platform, received the Distinguished Practical Paper Award. [Full Story]

Related Topics:  Austin, Todd  Computer Architecture  Graduate Students  Hicks, Matt  Internet of Things  Lab-Computer Engineering (CE Lab)  Lab-Software Systems  Prakash, Atul  Security (Computing)  Sylvester, Dennis  

Proxy Optimizes Webpage Loading for Better User Experience

Researchers led by Prof. Harsha V. Madhyastha have developed a new web proxy called Klotski, which seeks to improve users' perceptions of how quickly a webpage loads on a mobile device by maximizing the amount of important content on the page that is fetched and displayed within the users attention span. [Full Story]

Related Topics:  Lab-Software Systems  Madhyastha, Harsha  Networks and Networking  

A New, Low-Cost Way to Monitor Snow and Ice Thickness to Evaluate Environmental Change

Mohammad Mousavi, PhD student in ECE, earned a Weisnet Medal at the Eastern Snow Conference for his paper Elevation Angular Dependence of Wideband Autocorrelation Radiometric (WiBAR) Remote Sensing of Dry Snowpack and Lake Icepack, co-authored by Dr. Roger De Roo, Prof. Kamal Sarabandi, and Prof. Anthony England. The Weisnet Medal is presented to the best student paper at the conference. Mohammad has developed a new way to remotely measure the thickness of ice and snow with a technology he calls wideband autocorrelation radiometry (WiBAR), offering lower cost, lower power, and more flexibility than competing methods. [Full Story]

Related Topics:  Applied Electromagnetics and RF Circuits  England, Anthony W.  Environment  Graduate Students  Lab-Radiation (RADLAB)  Remote Sensing  Sarabandi, Kamal  

Patented Camera Calibration Tool Automates Calibration Target Acquisition

Prof. Edwin Olson and two of his former students, Johannes Strom and Andrew Richardson, have recently been awarded a United States Patent for their work in the development of AprilCal, an interactive camera calibration tool that automates the challenging task of calibration image acquisition. [Full Story]

Related Topics:  Computer Vision  Lab-Artificial Intelligence  Olson, Edwin  

Collecting Data to Better Identify Bipolar Disorder

Prof. Emily Mower Provost is collaborating with researchers at the University of Michigan Depression Center to develop new technologies that provide individuals and their caregivers with insight into how bipolar disorder changes over time. [Full Story]

Related Topics:  Artificial Intelligence  Lab-Artificial Intelligence  Mower Provost, Emily  Women in Computing  

CSE Kicks Off Another Summer Of MiBytes Computer Camps

MiBytes, a series of summer computer camps hosted by CSE, has kicked off for summer 2016. This summer CSE has brought back all three camps: Tinkering with Mobile Apps, Game Design & Development, and Hacking in a Digital World. [Full Story]

Related Topics:  Bond, Jeremy  Darden, Marcus  Diversity and Outreach  Ringenberg, Jeff  

An Award Winning Radar System for Collision Avoidance and Imaging

Armin Jam, doctoral student in ECE, took first place in the student paper competition at the 2016 IEEE International Symposium on Antennas and Propagation (AP-S) for his paper, "A Horizontally Polarized Beam-Steerable Antenna for Sub-millimeter-wave Polarimetric Imaging and Collision Avoidance Radars," co-authored by his advisor, Prof. Kamal Sarabandi. Armins research is focused on the development of a sub-millimeter-wave (sub-MMW) radar system for the next generation of navigation and imaging sensors. [Full Story]

Related Topics:  Antennas  Applied Electromagnetics and RF Circuits  Autonomous Vehicles   Graduate Students  Lab-Radiation (RADLAB)  Sarabandi, Kamal  

A New Way to Test Low-Frequency Antennas for Long-Range Communication

Jihun Choi, a doctoral student in Prof. Kamal Sarabandi's research group, has earned an honorable mention in the 2016 IEEE Symposium on Antennas and Propagation Student Paper Competition. His paper describes a new technique to test antennas for long-range communication applications. [Full Story]

Related Topics:  Antennas  Applied Electromagnetics and RF Circuits  Graduate Students  Lab-Radiation (RADLAB)  Sarabandi, Kamal  

Mosharaf Chowdhury Receives ACM SIGCOMM Dissertation Award

Prof. Mosharaf Chowdhury has been awarded the 2015 ACM SIGCOMM Doctoral Dissertation award, for his dissertation, Coflow: A Networking Abstraction for Distributed Data-Parallel Applications. Chowdhury's dissertation provides novel and application-aware networking abstractions which significantly improve the performance of networked applications running in the cloud. The dissertation award recognizes excellent thesis research by doctoral candidates in the field of computer networking and data communication. [Full Story]

Related Topics:  Chowdhury, Mosharaf  Lab-Software Systems  

Rada Mihalcea Leads Research Team to Develop Analytics for Learners as People

Prof. Rada Mihalcea has received funding from the Michigan Institute for Data Science (MIDAS) to uncover connections between personal attributes and success or well-being. The multidisciplinary research team includes Profs. Satinder Singh Baveja and Emily Mower Provost from CSE. [Full Story]

Related Topics:  Big Data  Lab-Artificial Intelligence  Mihalcea, Rada  Women in Computing  

CSE Faculty Amongst Researchers in Three of Four Funded MIDAS Projects

The Michigan Institute for Data Science (MIDAS) has funded four projects for $1.25M each in the first round of its Challenge Initiatives program, which is designed to fund extraordinary projects with major social impact. Prof. Rada Mihalcea is leading one of the projects, which seeks to uncover connections between personal attributes and success or well-being; overall, a number of CSE faculty are amongst the investigators in three of the four projects. [Full Story]

Related Topics:  Big Data  Engineering for the Greater Good  Lab-Artificial Intelligence  Mihalcea, Rada  

Rick and Mara Wallace Establish ECE Scholarship Fund

Rick (BSE EE 1982) and Mara (BA 1988) Wallace have established the Richard P. and Mara F. Wallace Scholarship Fund. This gift qualifies for the University's Michigan Matching Initiative for Student Support, and proceeds from the fund will provide need-based scholarship support to electrical and computer engineering undergraduate students in the Department of Electrical Engineering and Computer Science. [Full Story]

Related Topics:  Alumni  

Wurmans Make Gift to Support CSE Graduate Students

CSE alumnus Dr. Peter Wurman and Nancy Wurman have endowed the Wurman Family Computer Science Fellowship Student Fund, which will provide support for graduate students in CSE at Michigan. [Full Story]

Related Topics:  Alumni  

Thorny Technical Questions Remain for Net Neutrality

In this article in The Conversation, Prof. Harsha Madhyastha examines the principle of network neutrality and makes the case for scenarios in which ISPs should be able to treat some differing types of traffic unequally. [Full Story]

Related Topics:  Lab-Software Systems  Madhyastha, Harsha  Networks and Networking  

Two Papers by Michigan Researchers Chosen as IEEE Micro Top Picks

Two papers authored by EECS researchers have been selected for IEEE Micro's Top Picks from the 2015 Computer Architecture Conferences. The two papers from Michigan introduced the Sirius personal digital assistant and the MBus bus for modular microcomputing systems. [Full Story]

Related Topics:  Blaauw, David  Computer Architecture  Dreslinski, Ron  Dutta, Prabal  Graduate Students  Lab-Computer Engineering (CE Lab)  Mars, Jason  Mudge, Trevor  Tang, Lingjia  

CSE Alumnus Hsin-Hao Su Selected for Principles of Distributed Computing Dissertation Award

CSE alumnus Hsin-Hao Su (PhD CSE 2015) has been selected to receive a Principles of Distributed Computing Dissertation Award for "Algorithms for Fundamental Problems in Computer Networks." Hsin-Hao's thesis provides efficient algorithms for fundamental graph problems that arise in networks, in both sequential and distributed settings. [Full Story]

Related Topics:  Alumni  Lab-Theory of Computation  Pettie, Seth  

The Most Interesting Tech IPO of the Year

Twilio, founded by CS alumni Jeff Lawson, Evan Cooke, and John Wolthuis in 2007, went public on June 23 with shares closing up nearly 90 percent in the first day of trading. Quartz calls it "the most interesting tech IPO of the year." [Full Story]

Related Topics:  Alumni  Entrepreneurship  

Leaders in Neuroscience Look to the Future

Engineers and neuroscientists from around the globe gathered at Michigan to explore the future of neurotechnology and research at the International Conference for Advanced Neurotechnology (ICAN). Understanding the complexity and mysteries of the brain is one of the biggest scientific challenges of this century. ICAN is an inaugural conference to bring engineers and neuroscientists together to review the recent advancement in neurotechnology and neuroscience, define the need for next-generation tools to move neuroscience forward, and enhance the translation of technology to the scientific community. The event included guest lectures and panel discussions, as well as a student poster session. [Full Story]

Related Topics:  Brain  International Prog. for the Adv. of Neurotechnology  Lab-Solid State Electronics (SSEL)  Lu, Wei  MEMS and Microsystems  Solid-State Devices and Nanotechnology  Wise, Kensall  Yoon, Euisik  

Professors Fawwaz Ulaby and Andrew Yagle publish the 2nd edition of the textbook, Engineering Signals and Systems in Continuous and Discrete Time

Fawwaz Ulaby, Emmett Leith Distinguished University Professor and Arthur F. Thurnau Professor, and Prof. Andrew Yagle authored the 2nd edition of the book, Engineering Signals and Systems in Continuous and Discrete Time, published by National Technology & Science Press. This edition includes two additional chapters, new concepts throughout the book, and additional problem sets. This textbook is designed for a sophomore-level or early junior-level introductory course on signals and systems. Engineering applications of signals and systems are integrated into the presentation as equal partners with concepts and mathematical models. At least seventeen schools in the U.S. are using the first edition textbook in their courses. [Full Story]

Related Topics:  Lab-Radiation (RADLAB)  Lab-Systems  Ulaby, Fawwaz  Yagle, Andrew E.  

Prof. Al Hero Editor of New Book: Big Data over Networks

Alfred O. Hero, III, John H. Holland Distinguished University Professor of EECS and R. Jamison and Betty Williams Professor of Engineering, is co-editor of the book, Big Data over Networks, published by Cambridge University Press, along with Prof. Shuguang Cui (Texas A&M), Prof. Zhi-Quan Luo (U. Minnesota), and Prof. Jos Moura (CMU). The book explores the principles underpinning large-scale information processing over networks and examines the crucial interaction between big data and its associated communication, social and biological networks. [Full Story]

Related Topics:  Big Data  Hero, Alfred  Lab-Systems  

James Freudenberg Takes Embedded Control Systems to Zurich

Prof. James Freudenberg taught his course, Embedded Control Systems, as a guest at the Swiss Federal Institute of Technology in Zurich, Switzerland. The school prepared a video highlighting the course, which provides a comprehensive overview of embedded control systems. [Full Story]

Related Topics:  Control Systems  Freudenberg, James S.  Lab-Systems  

Video of the week: Injectable radio broadcasts through flesh in real-time

The Engineer highlighted research by Prof. David Wentzloff and David Blaauw on an injectable radio that can broadcast from inside the human body. This latest advance will enable the relay of information in real-time to devices monitoring heart fibrillation as well as glucose monitoring for diabetics. [Full Story]

Related Topics:  Blaauw, David  Health  Lab-Michigan Integrated Circuits (MICL)  Medical diagnosis  Millimeter-scale Computing  Wentzloff, David  

Arborlight Names Michael McCorquodale as CEO

ECE alum Michael McCorquodale has been named CEO of Arborlight. Co-founded by Prof. P.C. Ku, Arborlight develops lighting systems that most emulate natural daylight. Dr. McCorquodale returns to Michigan from Californias Silicon Valley where he founded and led several successful firms since 2004. In 2012, Electronic Engineering Times named him Innovator of the Year. [Full Story]

Related Topics:  Alumni  Entrepreneurship  Ku, Pei-Cheng (P.C.)  Lab-Optics and Photonics  Lighting  

All EECS News for 2016