Clark School Home UMD
ECE

News Story

Fu, Marcus awarded NSF collaborative research grant

Fu, Marcus awarded NSF collaborative research grant

Michael Fu and Steve Marcus
Michael Fu and Steve Marcus

Professor Michael Fu (BMGT/ISR/ECE) is the principal investigator and Professor Steven Marcus (ECE/ISR) is the co-PI for a new National Science Foundation collaborative research grant, Combining Gradient and Adaptive Search in Simulation Optimization. The three-year, $350K grant aims to make significant theoretical and practical advances in simulation optimization.

The researchers will develop new simulation optimization algorithms based on different sequences of the so-called "reference distributions" in a recently developed approach called model reference adaptive search, and new hybrid global-local search algorithms integrating local gradient search and problem structure. They also will conduct rigorous theoretical analysis of the resulting algorithms, both finite-time behavior using an adaptive search framework and asymptotic behavior using a novel connection to stochastic approximation methods.

In addition, Fu and Marcus will develop efficient computational selection methods for implementing these algorithms in simulation optimization, where the objective function requires multiple simulation replications, which are computationally expensive, in order to estimate system performance. A wide variety of applications from supply chain management to financial engineering will be tested to investigate specific gradient search algorithms and problem structure, and evaluating the effectiveness in terms of empirical behavior.

Simulation is used throughout the US industry, so if successful, the resulting optimization algorithms will have broad practical applicability. This line of research fills an important part of the "analytics" computational tool kit that has led to increased competitiveness for US businesses from manufacturers and retailers with global supply chains to financial services managing complex risk factors.

June 19, 2009


Prev   Next

Current Headlines

Lithium-ion battery research profiled in DOE newsletter

Ephremides receives NSF grant to bridge wireless network theories

UMD Researchers Bridge Gap between Microelectronics, Biological Systems

Ephremides Wins IEEE MILCOM Lifetime Acheivement Award

Jonathan Simon and UMB's Elliot Hong win Research and Innovation Seed Grant

2014 Dean's Student Research Awards Announced

Anyone have recipes for blue marlin?

Munday, Hu and Collaborators’ Research on Inside Cover of Advanced Energy Materials

News Resources

Return to Newsroom
Search News
Archived News

Events Resources

Events Calendar

Additional Resources

UM Newsdesk
Faculty Experts