Prasanth B. Nair

发表

Hybrid evolutionary algorithm with Hermite radial basis function interpolants for computationally expensive adjoint solvers

Yew-Soon Ong, Kai-Yew Lum, Prasanth B. Nair, 2008, Comput. Optim. Appl..

Statistical modelling of the whole human femur incorporating geometric and material properties.

Prasanth B. Nair, Rebecca Bryan, P. Surya Mohan, 2010, Medical engineering & physics.

Predictive Haemodynamics in a One-Dimensional Human Carotid Artery Bifurcation. Part I: Application to Stent Design

Prasanth B. Nair, Vijaya B. Kolachalama, Neil W. Bressloff, 2007, IEEE Transactions on Biomedical Engineering.

Discretely Relaxing Continuous Variables for tractable Variational Inference

Prasanth B. Nair, Trefor W. Evans, P. Nair, 2018, NeurIPS.

Airfoil Section Design

Andy J. Keane, Prasanth B. Nair, 2005 .

Scalable Gaussian Processes with Grid-Structured Eigenfunctions (GP-GRIEF) pdf

Prasanth B. Nair, Trefor W. Evans, P. Nair, 2018, ICML.

Probability density function of MWSS occurring on the ICA and ECA

Prasanth B. Nair, Neil W. Bressloff, Vijaya B. Kolachalama, 2011 .

Coevolutionary genetic adaptation - a new paradigm for distributed multidisciplinary design optimization

Andy J. Keane, Prasanth B. Nair, A. Keane, 1999 .

A Problem in Satellite Design

Andy J. Keane, Prasanth B. Nair, 2005 .

Surrogate-Assisted Evolutionary Optimization Frameworks for High-Fidelity Engineering Design Problems

Kok Wai Wong, Yew-Soon Ong, Prasanth B. Nair, 2005 .

Coevolutionary architecture for distributed optimization of complex coupled systems

Andy J. Keane, Prasanth B. Nair, A. Keane, 2002 .

Architectures for Multidisciplinary Optimization

Andy J. Keane, Prasanth B. Nair, 2005 .

Some Greedy Algorithms for Sparse Nonlinear Regression

Andy J. Keane, Prasanth B. Nair, Arindam Choudhury, 2001, International Conference on Machine Learning.

Aircraft Wing Design – Data Fusion between Codes

Andy J. Keane, Prasanth B. Nair, 2005 .

Multi-objective shape optimization of the human carotid artery

Prasanth B. Nair, Neil W. Bressloff, Vijaya B. Kolachalama, 2005 .

Turbine Blade Design (I) – Guide‐Vane SKE Control

Andy J. Keane, Prasanth B. Nair, 2005 .

Probabilistic Life Assessment of Gas Turbine Blades

Andy J. Keane, Prasanth B. Nair, Nikita Thakur, 2010 .

Uncertainty in thermal analysis of gas turbine blades

Andy J. Keane, Prasanth B. Nair, P. Surya Mohan, 2009 .

Aero‐Engine Nacelle Design Using the Geodise Toolkit

Andy J. Keane, Prasanth B. Nair, 2005 .

Probability density function of MWSS

Prasanth B. Nair, Neil W. Bressloff, Vijaya B. Kolachalama, 2011 .

Robust design of turbine blades against manufacturing variability

Andy J. Keane, Prasanth B. Nair, Nikita Thakur, 2011 .

Sensitivity Analysis and Approximation Concepts

Andy J. Keane, Prasanth B. Nair, 2005 .

Constructing a speculative kernel machine for pattern classification

Andy J. Keane, Prasanth B. Nair, Arindam Choudhury, 2006, Neural Networks.

Problem solving environments in aerospace design

Andy J. Keane, Prasanth B. Nair, A. Keane, 2001 .

Getting the Optimization Process Started

Andy J. Keane, Prasanth B. Nair, 2005 .

Efficient robust design for manufacturing process capability

Andy J. Keane, Prasanth B. Nair, Apurva Kumar, 2006 .

Design‐Oriented Analysis

Andy J. Keane, Prasanth B. Nair, 2005 .

Metamodeling Techniques For Evolutionary Optimization of Computationally Expensive Problems: Promises and Limitations

Andy J. Keane, Mohammed El-Beltagy, Prasanth B. Nair, 1999, GECCO.

Max-min surrogate-assisted evolutionary algorithm for robust design

Kai-Yew Lum, Yew-Soon Ong, Prasanth B. Nair, 2006, IEEE Transactions on Evolutionary Computation.

Quadruply Stochastic Gaussian Processes pdf

Prasanth B. Nair, Trefor W. Evans, 2020, ArXiv.

Efficient Genetic Algoritm Based Robust Design Method for Compressor Fan Blades

Andy J. Keane, Prasanth B. Nair, Shahrokh Shahpar, 2005, DAC 2005.

Some Greedy Learning Algorithms for Sparse Regression and Classification with Mercer Kernels

Andy J. Keane, Prasanth B. Nair, Arindam Choudhury, 2003, J. Mach. Learn. Res..

Exploiting Structure for Fast Kernel Learning pdf

Prasanth B. Nair, Trefor W. Evans, P. Nair, 2018, SDM.

Design in the Presence of Uncertainty

Andy J. Keane, Prasanth B. Nair, 2005 .

A Data Parallel Approach for Large-Scale Gaussian Process Modeling

Andy J. Keane, Prasanth B. Nair, Arindam Choudhury, 2002, SDM.

Genetic Programming Approaches for Solving Elliptic Partial Differential Equations

Andy J. Keane, Prasanth B. Nair, Andras Sobester, 2008, IEEE Transactions on Evolutionary Computation.

Bayesian surrogate modeling of deterministic simulation codes for probablistic analysis

Andy J. Keane, Prasanth B. Nair, 2001 .

Voxel Based Adaptive Meshless Method for Cardiac Electrophysiology Simulation

Simon R. Arridge, Kawal S. Rhode, Reza Razavi, 2009, FIMH.

Probabilistic Performance Analysis of Eroded Compressor Blades

Andy J. Keane, Prasanth B. Nair, Shahrokh Shahpar, 2005 .

Predictive Haemodynamics in a One-Dimensional Human Carotid Artery Bifurcation. Part II: Application to Graft Design

Prasanth B. Nair, Vijaya B. Kolachalama, Neil W. Bressloff, 2008, IEEE Transactions on Biomedical Engineering.

Robust Design of Compressor Blades Against Manufacturing Variations

Andy J. Keane, Prasanth B. Nair, Shahrokh Shahpar, 2006, DAC 2006.

Pointwise uniformly convergent numerical treatment for the non-stationary Burger-Huxley equation using grid equidistribution

Phani Chinchapatnam, Prasanth B. Nair, K. Djidjeli, 2007, Int. J. Comput. Math..

Stochastic modelling and prediction of cementless implant primary stability

Prasanth B. Nair, Martin Browne, H. Ozturk, 2011 .

Robust Design of Compressor Fan Blades Against Erosion

Andy J. Keane, Prasanth B. Nair, Shahrokh Shahpar, 2006 .

A parametric study of the haemodynamic behaviour in a one dimensional system eleastic artery: Part 2: application to bypass design

Prasanth B. Nair, Vijaya B. Kolachalama, Neil W. Bressloff, 2008 .

Sparse radial basis function approximation with spatially variable shape parameters

Prasanth B. Nair, Valentin Stolbunov, P. Nair, 2018, Appl. Math. Comput..

Design optimization of space structures with nonperiodic geometries for vibration suppression

Andy J. Keane, Prasanth B. Nair, 1999 .

Some greedy algorithms for sparse polynomial chaos expansions

Prasanth B. Nair, Ricardo Baptista, Valentin Stolbunov, 2019, J. Comput. Phys..

Capture of manufacturing uncertainty in turbine blades through probabilistic techniques

Andy J. Keane, Prasanth B. Nair, Nikita Thakur, 2008 .

Frameworks for Design Space Exploration

Andy J. Keane, Prasanth B. Nair, 2005 .

Optimal Feedforward and Feedback Control of Vortex Shedding Using Trust-Region Algorithms

W. G. Price, Prasanth B. Nair, Mingyi Tan, 2002 .

Estimating the effect of Manufacturing Variability on Turbine Blade Life

Andy J. Keane, Prasanth B. Nair, Nikita Thakur, 2010 .

Use of a statistical model of the whole femur in a large scale, multi-model study of femoral neck fracture risk.

Prasanth B. Nair, Rebecca Bryan, Mark Taylor, 2009, Journal of biomechanics.

Does the implant pivot position affect the outputs of probabilistic analyses of the cementless total hip replacement

Prasanth B. Nair, Martin Browne, H. Ozturk, 2010 .

Weak Form Generalized Hamiltonian Learning

Prasanth B. Nair, Trefor W. Evans, Kevin Course, 2021, NeurIPS.

Combining Global and Local Surrogate Models to Accelerate Evolutionary Optimization

Andy J. Keane, Kai-Yew Lum, Yew-Soon Ong, 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

Rapid analysis of implant positioning effects in cementless total hip replacements

Prasanth B. Nair, Martin Browne, M. T. Bah, 2010 .

Robust design using Bayesian Monte Carlo

Andy J. Keane, Prasanth B. Nair, Shahrokh Shahpar, 2008 .

Stochastic subspace projection schemes for dynamic analysis of uncertain systems

Prasanth B. Nair, P. Nair, 2011 .

Managing Surrogate Models in Optimization

Andy J. Keane, Prasanth B. Nair, 2005 .

Hierarchical surrogate-assisted evolutionary optimization framework

Yew-Soon Ong, Prasanth B. Nair, Zongzhao Zhou, 2004, Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753).

The design of large flexible space structures with intrinsic vibration filtering capability - status and directions

Andy J. Keane, Prasanth B. Nair, 2000 .

Tackling geometric uncertainty with stochastic projection schemes

Prasanth B. Nair, 2008 .

Probabilistic Analysis of Manufacturing Uncertainty in Turbine Blades

Andy J. Keane, Prasanth B. Nair, Nikita Thakur, 2009, DAC 2009.

Evolving Intervening Variables for Response Surface Approximations

Andy J. Keane, Prasanth B. Nair, András Sóbester, 2004 .

Stochastic projection schemes for deterministic linear elliptic partial differential equations on random domains

Andy J. Keane, Prasanth B. Nair, P. Surya Mohan, 2011 .

General Approximation Concepts and Surrogates

Andy J. Keane, Prasanth B. Nair, 2005 .

Passive Vibration Suppression of Flexible Space Structures via Optimal Geometric Redesign

Andy J. Keane, Prasanth B. Nair, A. Keane, 2001 .

An approximate solution scheme for the algebraic random Eigenvalue problem

Andy J. Keane, Prasanth B. Nair, A. Keane, 2003 .

Multi-element stochastic reduced basis methods

Andy J. Keane, Prasanth B. Nair, P. Surya Mohan, 2008 .

A Large Scale Finite Element Study of an Osseointegrated Cementless Tibial Tray

Mark Taylor, Prasanth B. Nair, Heiko Seim, 2012 .

A parametric study of the hemodynamic behavior in a one dimensional systemic elastic artery: Application to stent design

Prasanth B. Nair, Vijaya B. Kolachalama, Neil W. Bressloff, 2005 .

Hybridization of stochastic reduced basis methods with polynomial chaos expansions

Andy J. Keane, Prasanth B. Nair, A. Keane, 2006 .

Equivalence Between the Combined Approximations Technique and Krylov Subspace Methods

Prasanth B. Nair, P. Nair, 2002 .

Surrogate-assisted coevolutionary search

Andy J. Keane, Yew-Soon Ong, Prasanth B. Nair, 2002, Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02..

Meshless RBF collocation for steady incompressible flows.

Phani Chinchapatnam, Prasanth B. Nair, Kamal Djidjeli, 2006 .

On using deterministic FEA software to solve problems in stochastic structural mechanics

Andy J. Keane, Prasanth B. Nair, A. Keane, 2007 .

Physics-based surrogate modeling of parameterized PDEs for optimization and uncertainty analysis

Prasanth B. Nair, P. Nair, 2002 .

Projection schemes in stochastic finite element analysis

Prasanth B. Nair, P. Nair, 2004 .

Combining approximation concepts with genetic algorithm-based structural optimization procedures

Andy J. Keane, Prasanth B. Nair, R. P. Shimpi, 1998 .

Comparative study of projection schemes for stochastic finite element analysis

Andy J. Keane, Prasanth B. Nair, A. Keane, 2006 .

Forced response statistics of mistuned bladed disks: a stochastic reduced basis approach

Andy J. Keane, Prasanth B. Nair, Atul Bhaskar, 2003 .

Reduced dimensional Gaussian process emulators of parametrized partial differential equations based on Isomap

Prasanth B. Nair, Akeel A. Shah, W. W. Xing, 2015, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences.