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Purdue University Engineering Frontiers

Data Science in Engineering

In This Issue

Mung Chiang | John A. Edwardson Dean of the College of Engineering | Purdue University

There is little debate about the importance of data science to engineering. What is often less appreciated is the strength of Purdue Engineering faculty in specific areas of this field.

This inaugural issue of the revamped Frontiers magazine celebrates their research: from the foundations of high-performance computing, visualization and signal processing to the applications of data science in biomedical, digital agriculture, imaging, infrastructure, online learning, manufacturing and more.

As part of Purdue University’s Integrative Data Science Initiative, the College of Engineering started in 2018 IDEA: Initiative on Data and Engineering Applications, a coordinated effort to advance education and research along this direction. The centerpieces of the effort include key centers of research excellence in targeted areas, a Data Mind learning requirement for all Purdue Engineering students, and substantial investment in faculty recruiting, with nine openings in 2018-19.

Growing selected areas of data science with unique strength is an essential part of our overall strategies to become the best at the interface between virtual and physical sides of engineering, as Purdue Engineering propels to the pinnacle of research excellence at scale.

The Center for Brain-Inspired Computing will lead research in future applications of artificial intelligence in autonomous systems.

Amazon’s Alexa. Google’s Nest. Facebook feeds. Smartphones. The principles of artificial intelligence are seamlessly woven into our daily lives, but we have only scratched the tip of the iceberg.

What if the game-changing technology could be leveraged in a much broader range of applications that could vary from personal assistants to swarms of drones? This is the essential premise that forms the foundation for the Center for Brain-Inspired Computing (C-BRIC), a five-year project supported by $31 million in funding from the Semiconductor Research Corporation’s JUMP program. This program is supported by both industry powerhouses, such as IBM and Intel, as well as U.S. federal funding through DARPA.

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Arif Ghafoor has developed a sophisticated authentication scheme designed to enable closer collaboration between organizations while protecting against the insider threat.

With the rise of elaborate supply chains and the growing need for collaboration among companies, organizations that have invested heavily in their security infrastructures are now being asked to open them up. Yet, they also need to keep sensitive operations secure from competitors and malicious hackers.

Arif Ghafoor, professor of electrical and computer engineering, has an answer for this dilemma in the form of new security models for federated cyber-based systems. His research enables more flexible multi-domain, federated collaboration policies for supporting large-scale business processes that do not expose critical data to unauthorized individuals.

Ghafoor has been a pioneer in multimedia databases and multimedia networking, and he continues as the director of Purdue’s Distributed Multimedia Systems Laboratory. Yet over the last decade, his research has focused on information authorization and security.

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Nanoelectronics — the science of crafting and combining nanoscale materials to create novel electronics devices — is well on its way to transforming the semiconductor industry, improving solar power efficiency with nanowires and other nanostructures, and disrupting countless other industries from communications to medicine.

Progress, however, has been slowed by the lack of collaboration. Research papers eventually appear, but the cited experiments are often difficult to reproduce. Meanwhile, the number of nanoelectronics graduates is insufficient to meet the potential demand.

On a website called nanoHUB housed on a cluster of computers at Purdue, an alternative, more collaborative, nanoelectronics future is emerging. Thousands of researchers, students, educators and industrial practitioners around the world are simultaneously running nanoelectronics experiments; visualizing data; and sharing simulations, tools and techniques.

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A research team led by Jeffrey Mark Siskind, associate professor of electrical and computer engineering, is creating algorithms for a range of AI-related advances.

The team has developed a system that searches videos for specific types of objects and activities without any special labeling or annotations. “Think of it like Googling for video,” Siskind says.

Searching 10 Hollywood movies in the genre of Westerns, his team was able to find a variety of horse-related images and video segments.

“Our system has an object detector for people and for horses, and it has semantic definitions of concepts like riding a horse, leading a horse, approaching a horse,” Siskind says. “It has concepts like toward and away from, leftward and rightward, and quickly and slowly.”

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Related Stories

Tagged as Analytics

Recent breakthroughs have catapulted deep learning and convolutional neural networks into the mainstream, particularly in voice recognition systems that were not possible only a decade ago.

Emerging advances stem from the realization that deep neural networks, a type of deep-learning architecture, could be much more powerful by using many layers of processing.

“I have never seen anything so disruptive and transformational as deep learning,” says Charles Bouman, Purdue’s Showalter Professor of Electrical and Computer Engineering and Biomedical Engineering.

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Related Stories

Tagged as Imaging

Pruning Neural Networks to Inspect Infrastructure Degradation

Neural networks promise future robots, drones and other “edge devices” the capability to automatically inspect elements of the infrastructure for cracks and corrosion and providing life-saving emergency-management services.

“Civil infrastructures constantly face aging issues, natural hazards, poor usage and extreme weather conditions,” says Mohammad R. Jahanshahi, assistant professor of civil engineering. “This causes degradation in the service life of the infrastructure, and the damage or defects may propagate over time and potentially be harmful or dangerous. For instance, potholes, corroded underground sewer pipelines and cracks in building or bridge columns could lead to serious deterioration and even catastrophic events if not detected early.”

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Biomedical researchers and healthcare engineers are no strangers to big data. Data science is crucial for efforts to mimic and decode the human brain and engineer a better healthcare system.

“The brain itself is the ultimate intelligent machine,” says Zhongming Liu, assistant professor of biomedical engineering and electrical and computer engineering. “It constantly processes information, makes decisions and guides actions. Although it is not fully understood how the brain works, decades of neuroscience research have already fueled inspiration for engineers to design algorithms that have enabled machines to understand images, translate language, play games, and drive vehicles, to name a few examples. Brain-inspired algorithms have also begun to help neuroscientists understand the brain itself and eventually decode the human mind.”

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The Institute for Advanced Composites Manufacturing Innovation is addressing the shortage of skilled workers.

At the heart of Purdue’s research and education efforts is the role the University plays in equipping the future leaders and skilled workforce in advanced manufacturing.

“If you want to have a significant impact as a land-grant university, you need a vision to translate the discoveries in the research laboratory to the marketplace, particularly in manufacturing,” says R. Byron Pipes, the John L. Bray Distinguished Professor of Engineering and executive director of the Composites Manufacturing and Simulation Center (CMSC). The center is based within the $50 million Indiana Manufacturing Institute in Purdue Research Park, opened in 2016, where it shares space with the Indiana Next-Generation Manufacturing Competitiveness Center, as well as other public and private organizations with related missions.

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Research is being conducted by Ayman Habib, the Thomas A. Page Professor of Civil Engineering, as part of Purdue TERRA, a project that is funded by a $6.5 million grant from the U.S. Department of Energy that aims at improving the efficiency of correlating the gene characteristics of seeds and crop yield.

Habib’s focus is on using mobile mapping systems in the field of agricultural management. His remote sensing system provides precisely geo-located data that can be used by researchers to provide traits that can be plugged into models to arrive at information about biomass and other important plant traits.

The best aspect of Habib’s research is its relevance across a wide variety of fields. “We are making precise, remote measurements of whatever phenomenon you are interested in much easier and more affordable,” Habib says. Whether the measurements apply to construction work zones, shore line erosion or agricultural management, such mapping systems and the processing algorithms developed by his team make a world of difference in helping deliver data to decision makers so they can achieve the best outcomes more efficiently.

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The building blocks of a quantum computer. Urban sewage treatment. Introduction to aeronautical engineering. These are but a few of the thousands of free engineering courses available online.

Labeled MOOCs (Massive Open Online Courses), this education format has revolutionized not just how courses are taught but also who can access them.

Purdue’s own investment in nanoHUB, a global resource for nanotechnology simulation, collaboration, and education, is based on such a promise.

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45 Purdue Engineering Centers and Institutes

  • Advanced Lyophilization Technology Hub (LyoHub)
  • Birck Nanotechnology Center (BNC) *
  • Center for Aging Infrastructure (CAI)
  • Center for Brain-Inspired Computing (C-BRIC)
  • Center for Electronic Defense Systems (CEDS)
  • Center for High Performance Building (CHPB)
  • Center for Innovative and Strategic Transformation of Alkane Resources (CISTAR) ~
  • Center for Integrated Systems in Aerospace (ISA)
  • Center for Materials Processing and Tribology (CMPT)
  • Center for Materials Under Extreme Environments (CMUXE)
  • Center for Offshore and Energy Engineering (COFFEE)
  • Center for Predictive Materials and Devices (c-PRIMED)
  • Center for Research on Earthquake Engineering and Disaster Data Management (CREEDD)
  • Center for Road Safety (CRS)
  • Center for Structural Engineering and Emerging Technologies for Nuclear Power Plants
  • Center of Excellence for Laser Based Manufacturing (CLBM)
  • Center for Resilient Infrastructure, Systems and Processes (CRISP)
  • Civil Engineering Center for Applications of UAS for a Sustainable Environment (CE-CAUSE)
  • Composite Design and Manufacturing Hub (cdmHub)
  • Composite Manufacturing and Simulation Center (CMSC)
  • Cooling Technologies Research Center (CTRC)
  • Institute for Global Security and Defense Innovation (i-GSDI) *
  • Institute for Thermal Hydraulics (ITH)
  • INSPIRE Research Institute for Pre-College Engineering
  • Indiana Local Technical Assistance Program (LTAP)
  • Indiana Next Generation Manufacturing Competitiveness Center (IN-MaC) ^
  • Initiative on Data and Engineering Applications
  • Joint Transportation Research Program (JTRP)
  • Laboratory of Renewable Resources Engineering (LORRE)
  • Mechanical Engineering Education Research Center at Purdue University (MEERCAT)
  • NEXTRANS Center: USDOT Region V University Technology Center
  • North Central Superpave Center (NCSC)
  • NSF Network for Computational Nanotechnology (NanoHub) ~
  • Open Ag Technologies and Systems (OATS) Center
  • Partnership to Enhance General Aviation Safety, Accessibility and Sustainability (PEGASAS)
  • Perception-based Engineering (PbE)
  • Production, Robotics and Integration Software for Manufacturing and Management (PRISM)
  • Purdue Center for Metal Casting Research (PCMC)
  • Purdue Systems Collaboratory (PSC) ^
  • Regenstrief Center for Healthcare Engineering (RCHE) *
  • Rolls-Royce University Technology Center for Advanced Thermal Management
  • Space Grant Consortium
  • Steel Bridge Research, Inspection, Training and Education Engineering Center (S-BRITE)
  • U.S. Agency for International Development (USAID)
  • Long Term Services for Research (LASER)
  • Partners for University-Led Solutions Engine (PULSE)
  • Visual Analytics for Command, Control and Interoperability Environments (VACCINE)

~ NSF ERC or NCN

* Discovery Park Centers lead by Engineering faculty

^ Joint with other Colleges

10 Purdue Engineering Preeminent Teams

  • Center for Implantable Devices (CID)
  • Center for Particulate Processing and Products (CP3)
  • Purdue Energetics Research Center (PERC)
  • Quantum Photonics
  • Efficient Spectrum Usage
  • Cold Plasmas
  • Advanced Composite Manufacturing
  • Engineering Healthier Brains
  • Nanomanufacturing
  • Spintronics

4 Purdue Engineering Research Laboratories

  • Robert L. and Terry L. Bowen Laboratory for Large-Scale Civil Engineering Research
  • Ray W. Herrick Laboratories
  • Maurice J. Zucrow Laboratories
  • FlexLab

Credits

College Administration

  • Mung Chiang, John A. Edwardson Dean of the College of Engineering
  • Melba Crawford, Associate Dean for Research
  • Jason Dietz, Director of Financial Affairs
  • Robert Frosch, Senior Associate Dean of Facilities and Operations
  • Eckhard Groll, Associate Dean of Undergraduate and Graduate Education
  • Dimitrios Peroulis, Associate Dean for External Affairs
  • Arvind Raman, Senior Associate Dean of the Faculty
  • Alyssa Wilcox, Senior Associate Vice President for Advancement
  • Kelly Busch, Chief-of-Staff

Production

  • Christine Babick, Director of Communications
  • Della Pacheco, Project Manager
  • Kate Walker, Marketing Strategist
  • Natalie Powell, Designer
  • Contributing Writers: Poornima Apte, Eric Bender, Eric Brown, Phillip Fiorini, Emil Venere, Kayla Wiles
  • Photographers: Erin Easterling, Susan Fleck, Andrew Hancock, Ed Lausch, Mark Simons, Curt Slyder, Vincent Walter, Rebecca Wilcox

School and Division Heads

  • Tom Shih, Aeronautics and Astronautics
  • Bernard Engel, Agricultural and Biological Engineering
  • George Wodicka, Biomedical Engineering
  • Sangtae Kim, Chemical Engineering
  • Rao Govindaraju, Civil Engineering
  • Makarand Hastak, Construction Engineering and Management
  • Pedro Irazoqui, Electrical and Computer Engineering (interim)
  • Donna Riley, Engineering Education
  • John Sutherland, Environmental and Ecological Engineering
  • Steve Landry, Industrial Engineering (interim)
  • David Bahr, Materials Engineering
  • Anil Bajaj, Mechanical Engineering
  • Seungjin Kim, Nuclear Engineering

Moving?

Alumni should send change-of-address notices to:

Dick and Sandy Dauch Alumni Center
403 W. Wood Street
West Lafayette, IN 47906