Yaser S. Abu-Mostafa
Professor of Electrical Engineering and Computer Science
Machine learning applies to any situation where there is data that we are trying to make sense of, and a target function that we cannot mathematically pin down. The spectrum of applications is huge, going from financial forecasting to medical diagnosis to industrial inspection to recommendation systems, to name a few. The field encompasses neural networks, statistical inference, and data mining.
Jess F. Adkins
Professor of Geochemistry and Global Environmental Science
Professor Adkins focuses on geochemical investigations of past climates using corals, sediments and their interstitial waters; Rate of deep ocean circulation and its relation to mechanisms of rapid climate changes; Metals as tracers of environmental processes; Radiocarbon and U-series chronology. Chemical oceanography.
José E. Andrade
Professor of Civil and Mechanical Engineering
Professor Andrade's research focuses on developing fundamental understanding of the multiscale and multiphysical behavior of porous media, with especial application to geologic and engineered infrastructure materials.
Harry A. Atwater, Jr.
Howard Hughes Professor of Applied Physics and Materials Science; Director, Resnick Sustainability Institute
Professor Atwater's research focuses on electronic and photonic materials and devices, photovoltaics, and materials for micromechanical devices.
Alan H. Barr
Professor of Computer Science
Professor Barr's research involves (1) mathematical simulation methods for computer graphics (2) developing new types of mathematical and computational methods for the study of biophysical behaviors and structures and (3) technological leveraging for medical health care and new medical devices.
James (Jim) L. Beck
George W. Housner Professor of Engineering and Applied Science
Professor Beck focuses on the development of theory and algorithms for stochastic system modeling, uncertainty propagation and Bayesian updating of dynamic systems and networks based on sensor data, treating both modeling and excitation uncertainty. The primary computational tools are advanced stochastic simulation algorithms based on Markov chain Monte Carlo concepts. Some applications of current interest are stochastic predictions of the performance of structural systems under earthquakes, reliability assessment of technological networks, fast automated decision making for mitigation actions based on earthquake early warning systems, earthquake source inversions from seismic sensor networks, damage detection and assessment from structural sensor monitoring networks, Bayesian compressive sensing, and a stochastic mechanics approach to quantum mechanics.
Paul M. Bellan
Professor of Applied Physics
Professor Bellan focuses on experimental and theoretical plasma physics.
Howell N. Tyson, Sr., Professor of Mechanics and Professor of Materials Science; Executive Officer for Mechanical and Civil Engineering
Professor Bhattacharya studies the mechanical behavior of solids, and specifically uses theory to guide the development of new materials. Current research concerns three broad areas: (i) Active materials such as shape-memory alloys, ferroelectrics and liquid crystal elastomers, (ii) Heterogeneous materials and designing unprecedented properties by exploiting heterogeneities, (iii) Coarse-grained density functional theory to understand defects in solids.
Assistant Professor of Mechanical Engineering
Guillaume Blanquart focuses on modeling the interactions between combustion processes and turbulent flows. At the center of the work are fundamental problems such as the formation of pollutants, the effects of turbulence on the dynamics of nano-particles and liquid droplets, and various hydrodynamic and flame instabilities.
Assistant Professor of Environmental Science and Engineering
Professor Bordoni is interested in the dynamics of important atmospheric processes that influence weather and climate. Her work specifically focuses on the dynamics of monsoon systems, and aims at understanding fundamental dynamical mechanisms which are implicated in their existence, their location and different geographical features, and which might help understand how monsoons change with changing climates.
John F. Brady
Chevron Professor of Chemical Engineering and Mechanical Engineering; Executive Officer for Chemical Engineering
John Brady focuses on fluid mechanics and transport processes, and complex and multiphase fluids.
Jehoshua (Shuki) Bruck
Gordon and Betty Moore Professor of Computation and Neural Systems and Electrical Engineering
Professor Bruck focuses on distributed computing, fault-tolerant computing, wireless systems, computation in neural and biological systems.
Oscar P. Bruno
Professor of Applied and Computational Mathematics
Prof. Bruno's work focuses on development of accurate, high-performance numerical PDE solvers capable of modeling faithfully realistic scientific and engineering configurations. Major theoretical and computational difficulties arise in associated areas of PDE theory, numerical analysis and computational science as a result of intricate and/or singular geometries as well as solution singularities, resonances, nonlinearities, high-frequencies, dispersion, etc. Recently developed Fourier Continuation (FC) and integral-equation techniques, which can successfully tackle such challenges, have enabled accurate solution of previously intractable PDE problems of fundamental importance in science and engineering.
Joel W. Burdick
Richard L. and Dorothy M. Hayman Professor of Mechanical Engineering and Bioengineering
Professor Burdick focuses on robotics, kinematics, mechanical systems and control. Active research areas include: robotic locomotion, sensor-based motion planning algorithms, multi-fingered robotic manipulation, applied nonlinear control theory, neural prosthetics, and medical applications of robotics.
Assistant Professor of Computing and Mathematical Sciences and Electrical Engineering
Chandrasekaran’s research interests lie in mathematical optimization and its application to the information sciences.
Assistant Professor of Electrical Engineering
Professor Choo studies micro-/nanoscale optics, micro-/nanofabrication, advanced microscopy/nanoscopy, and their applications to optical communication and biomedical imaging/sensing.
Professor of Mechanical Engineering
Professor Colonius studes complex, multiscale flow phenomena and their control using theory and numerical experiments. Application areas include instabilities, sources of sound, shock and bubble dynamics, and medical applications of ultrasound and shock waves.
John O. Dabiri
Professor of Aeronautics and Bioengineering
Professor Dabiri's research program develops new experimental and analytical methods in fluid mechanics in order to reveal the fundamental mechanisms that govern animal-fluid interactions. These methods are applied in laboratory and field studies of aquatic animals, and the knowledge that is gained is used to inspire new engineering technologies. The technology applications currently being pursued in the Dabiri lab include efficient and maneuverable underwater vehicles, fluid dynamic energy harvesting (e.g. wind and tidal energy), and biomedical diagnostics and therapies. Concurrently, the lab is using fluid mechanics to explain the relationships among form, function, behavior, and ecology of marine animals. A growing research effort in the Dabiri lab also studies the role of marine animals in ocean mixing dynamics and climate.
Professor of Aeronautics and Applied Physics
Professor Daraio focuses on materials science, condensed matter physics, and solid mechanics.
John W. and Herberta M. Miles Professor of Computing and Mathematical Sciences; Director, Computing and Mathematical Sciences
Applied geometry (geometry processing and computer graphics); Discrete differential modeling (differential, yet readily-discretizable tools for computational modeling).