Argonne National Laboratory

Prasanna Balaprakash

Research Interests
Research Project
Awards and Fellowships
Curriculam Vitae
Education



Research Interests

Stochastic combinatorial optimization
High performance computing
Automatic tuning
Derivative free optimization
Mixed integer programming
Stochastic local search algorithms and metaheuristics
Rare-event simulation

Research Project

As advanced supercomputers move to the extreme scale, customary compiler optimization techniques will become both prohibitively expensive and unable to achieve the levels of performance gains needed. This is because the number of decision parameters that must be chosen rapidly grows as codes and architectures become more complex, and the computational expense of running these codes rules out enumeration.

My research in automatic tuning of computer codes will help overcome these limitations by directly optimizing the performance of the codes on the desired extreme scale machine. The main goal of my research work is to develop effective optimization methods for automatic tuning of high performance computing codes on future extreme scale architectures.

 

Awards and Fellowships

 

Curriculam Vitae

CV as of November 2012. [PDF]

 

Education

Doctoral

Degree Doctor of Philosophy in Engineering Sciences
Faculty IRIDIA, CoDE, Faculté des sciences appliquées
Institution Université Libre de Bruxelles, Belgium
Thesis Estimation-based metaheuristics for stochastic combinatorial optimization: Case studies in stochastic routing problems
Supervisor Prof. Marco Dorigo
Co-supervisors Dr. Mauro Birattari and Dr. Thomas Stützle
Conclusion January 2010

Pre-doctoral

Degree Master of Advanced Studies (Diplôme d'Etudes Approfondies en Sciences Appliquées)
Faculty IRIDIA, CoDE, Faculté des sciences appliquées
Institution Université Libre de Bruxelles, Belgium
Thesis Ant Colony Optimization under Uncertainty
Supervisor Prof. Marco Dorigo
Co-supervisor Dr. Mauro Birattari
Conclusion September 2005

 

Degree Master of Science in Computer Science
Faculty Institut für Simulation und Graphik, Fakultät für Informatik
Institution Otto von Guericke - Universität Magdeburg, Germany
Thesis Preprocessing of Petri nets and improved storage strategy for proxel based simulation
Supervisor Prof. Graham Horton
Co-supervisor Dr. Sanja Lazarova-Molnar
Conclusion May 2004

 

Degree Bachelor of Engineering in Computer Science
Faculty Department of Computer Science
Institution Vinayaka Missions, Periyar University Salem, India
Conclusion May 2002