{"title":"采用高阶紧凑格式和自适应时间步进,提高了求解美国CEV模型的精度","authors":"Chinonso Nwankwo, Weizhong Dai, Tony Ware","doi":"arxiv-2309.03984","DOIUrl":null,"url":null,"abstract":"In this research work, we propose a high-order time adapted scheme for\npricing a coupled system of fixed-free boundary constant elasticity of variance\n(CEV) model on both equidistant and locally refined space-grid. The performance\nof our method is substantially enhanced to improve irregularities in the model\nwhich are both inherent and induced. Furthermore, the system of coupled PDEs is\nstrongly nonlinear and involves several time-dependent coefficients that\ninclude the first-order derivative of the early exercise boundary. These\ncoefficients are approximated from a fourth-order analytical approximation\nwhich is derived using a regularized square-root function. The semi-discrete\nequation for the option value and delta sensitivity is obtained from a\nnon-uniform fourth-order compact finite difference scheme. Fifth-order 5(4)\nDormand-Prince time integration method is used to solve the coupled system of\ndiscrete equations. Enhancing the performance of our proposed method with local\nmesh refinement and adaptive strategies enables us to obtain highly accurate\nsolution with very coarse space grids, hence reducing computational runtime\nsubstantially. We further verify the performance of our methodology as compared\nwith some of the well-known and better-performing existing methods.","PeriodicalId":501355,"journal":{"name":"arXiv - QuantFin - Pricing of Securities","volume":"252 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Enhancing accuracy for solving American CEV model with high-order compact scheme and adaptive time stepping\",\"authors\":\"Chinonso Nwankwo, Weizhong Dai, Tony Ware\",\"doi\":\"arxiv-2309.03984\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this research work, we propose a high-order time adapted scheme for\\npricing a coupled system of fixed-free boundary constant elasticity of variance\\n(CEV) model on both equidistant and locally refined space-grid. The performance\\nof our method is substantially enhanced to improve irregularities in the model\\nwhich are both inherent and induced. Furthermore, the system of coupled PDEs is\\nstrongly nonlinear and involves several time-dependent coefficients that\\ninclude the first-order derivative of the early exercise boundary. These\\ncoefficients are approximated from a fourth-order analytical approximation\\nwhich is derived using a regularized square-root function. The semi-discrete\\nequation for the option value and delta sensitivity is obtained from a\\nnon-uniform fourth-order compact finite difference scheme. Fifth-order 5(4)\\nDormand-Prince time integration method is used to solve the coupled system of\\ndiscrete equations. Enhancing the performance of our proposed method with local\\nmesh refinement and adaptive strategies enables us to obtain highly accurate\\nsolution with very coarse space grids, hence reducing computational runtime\\nsubstantially. We further verify the performance of our methodology as compared\\nwith some of the well-known and better-performing existing methods.\",\"PeriodicalId\":501355,\"journal\":{\"name\":\"arXiv - QuantFin - Pricing of Securities\",\"volume\":\"252 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-09-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - QuantFin - Pricing of Securities\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2309.03984\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuantFin - Pricing of Securities","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2309.03984","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Enhancing accuracy for solving American CEV model with high-order compact scheme and adaptive time stepping
In this research work, we propose a high-order time adapted scheme for
pricing a coupled system of fixed-free boundary constant elasticity of variance
(CEV) model on both equidistant and locally refined space-grid. The performance
of our method is substantially enhanced to improve irregularities in the model
which are both inherent and induced. Furthermore, the system of coupled PDEs is
strongly nonlinear and involves several time-dependent coefficients that
include the first-order derivative of the early exercise boundary. These
coefficients are approximated from a fourth-order analytical approximation
which is derived using a regularized square-root function. The semi-discrete
equation for the option value and delta sensitivity is obtained from a
non-uniform fourth-order compact finite difference scheme. Fifth-order 5(4)
Dormand-Prince time integration method is used to solve the coupled system of
discrete equations. Enhancing the performance of our proposed method with local
mesh refinement and adaptive strategies enables us to obtain highly accurate
solution with very coarse space grids, hence reducing computational runtime
substantially. We further verify the performance of our methodology as compared
with some of the well-known and better-performing existing methods.