节点文献
网格环境下期权定价BSDE模型的并行实现
Parallel option pricing with BSDE model on grid environment
【摘要】 提出了一种在CNGrid网格服务环境下解决期权定价问题的并行应用方法.这种方法基于BSDE(backward stochastic differential equation)模型.根据异构计算资源的特点,使用CUDA和MPI分别在GPU计算节点和CPU计算节点上实现并行算法,比较不同编程在异构计算节点上的实现效率.通过监控计算节点上计算任务的负载状况,利用CNGrid所提供的计算服务,灵活地在异构计算节点上完成期权定价计算任务.
【Abstract】 A parallel application for option pricing in CNGrid was presented.The paralleling method was based on BSDE(backward stochastic differential equation) model.It can improve the accuracy and effectiveness of option pricing.According to the characteristics of the heterogeneous resources in CNGrid,CUDA(compute unified device architecture) and MPI(message passing interface) to implement the parallel algorithm on GPU and CPU nodes respectively.The performance of parallel algorithm on the CNGrid platform that supports different architectures was evaluated.Monitoring the system load conditions on compute nodes,the financial application services provided by CNGrid was used to implement the option pricing flexibly.
【Key words】 grid; parallel algorithm; MPI(message passing interface); CUDA(compute unified device architecture); BSDE(backward stochastic differential equation); option pricing;
- 【文献出处】 华中科技大学学报(自然科学版) ,Journal of Huazhong University of Science and Technology(Natural Science Edition) , 编辑部邮箱 ,2011年S1期
- 【分类号】TP393.09
- 【被引频次】2
- 【下载频次】220