Christine A. Shoemaker
Distinguished Professor
School of Operations Research and Information Engineering
Cornell University;School of Civil and Environmental Engineering, Cornell University;Department of Civil and Environmental Engineering, National University of Singapore;Department of Industrial & Systems Engineering, National University of Singapore
关注
立即认领
分享
关注
立即认领
分享
基本信息
浏览量:6
职业迁徙
个人简介
Prof Shoemaker’s research focuses on finding cost-effective, robust solutions for problems in engineering and science by using computational mathematics for optimization, modeling and statistical analyses. Her application areas focus on water resources and environmental issues, but the algorithms (and her open source software) are general and have been applied to a range of problems including physical and biological groundwater remediation, carbon sequestration (with multiphase transport), population ecology, computer architecture, and watershed models. These efforts include development of numerically efficient nonlinear optimization algorithms utilizing high performance computing (including asynchronous parallelism) and applications to realistic models of complex, nonlinear systems. Her algorithms do local and global, continuous and integer optimization, stochastic optimal control, and uncertainty quantification.
In her recent research, algorithm efficiency for computationally expensive objective functions (e.g. computer codes) is greatly improved with the use of statistically based surrogate response surfaces iteratively built during the search process and with intelligent algorithms that effectively utilize parallel and distributed computing. The optimization and uncertainty quantification effort is used to improve model forecasts, and to have a tool for comparing alternative management practices, monitoring procedures, and design in water resources and other areas.
研究兴趣
论文共 214 篇作者统计合作学者相似作者
按年份排序按引用量排序主题筛选期刊级别筛选合作者筛选合作机构筛选
时间
引用量
主题
期刊级别
合作者
合作机构
Environmental Modelling & Software (2024): 105983
ENGINEERING OPTIMIZATIONpp.1-17, (2023)
引用0浏览0引用
0
0
INFORMS JOURNAL ON COMPUTINGno. 2 (2023): 318-334
arXiv (Cornell University) (2023)
引用0浏览0引用
0
0
加载更多
作者统计
合作学者
合作机构
D-Core
- 合作者
- 学生
- 导师
数据免责声明
页面数据均来自互联网公开来源、合作出版商和通过AI技术自动分析结果,我们不对页面数据的有效性、准确性、正确性、可靠性、完整性和及时性做出任何承诺和保证。若有疑问,可以通过电子邮件方式联系我们:report@aminer.cn