{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,26]],"date-time":"2026-04-26T07:20:03Z","timestamp":1777188003324,"version":"3.51.4"},"reference-count":39,"publisher":"American Mathematical Society (AMS)","issue":"357","license":[{"start":{"date-parts":[[2026,1,22]],"date-time":"2026-01-22T00:00:00Z","timestamp":1769040000000},"content-version":"am","delay-in-days":365,"URL":"https:\/\/www.ams.org\/publications\/copyright-and-permissions"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Math. Comp."],"abstract":"<p>\n                    A singularly perturbed reaction-diffusion problem posed on the unit square in\n                    <inline-formula content-type=\"math\/mathml\">\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" alttext=\"double-struck upper R squared\">\n                        <mml:semantics>\n                          <mml:msup>\n                            <mml:mrow class=\"MJX-TeXAtom-ORD\">\n                              <mml:mi mathvariant=\"double-struck\">R<\/mml:mi>\n                            <\/mml:mrow>\n                            <mml:mn>2<\/mml:mn>\n                          <\/mml:msup>\n                          <mml:annotation encoding=\"application\/x-tex\">\\mathbb {R}^2<\/mml:annotation>\n                        <\/mml:semantics>\n                      <\/mml:math>\n                    <\/inline-formula>\n                    is solved numerically by a local discontinuous Galerkin (LDG) finite element method. Typical solutions of this class of 2D problems exhibit boundary layers along the sides of the domain; these layers generally cause difficulties for numerical methods. Our LDG method handles the boundary layers by using a Shishkin mesh and also introducing the new concept of a \u201clayer-upwind flux\u201d\u2014a discrete flux whose values are chosen on the fine mesh (which lies inside the boundary layers) in the direction where the layer weakens. On the coarse mesh, one can use a standard central flux. No penalty terms are needed with these fluxes, unlike many other variants of the LDG method. Our choice of discrete flux makes it feasible to derive an optimal-order error analysis in a balanced norm; this norm is stronger than the usual energy norm and is a more appropriate measure for errors in computed solutions for singularly perturbed reaction-diffusion problems. It will be proved that the LDG method is usually convergent of order\n                    <inline-formula content-type=\"math\/mathml\">\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" alttext=\"upper O left-parenthesis left-parenthesis upper N Superscript negative 1 Baseline ln upper N right-parenthesis Superscript k plus 1 Baseline right-parenthesis\">\n                        <mml:semantics>\n                          <mml:mrow>\n                            <mml:mi>O<\/mml:mi>\n                            <mml:mo stretchy=\"false\">(<\/mml:mo>\n                            <mml:mo stretchy=\"false\">(<\/mml:mo>\n                            <mml:msup>\n                              <mml:mi>N<\/mml:mi>\n                              <mml:mrow class=\"MJX-TeXAtom-ORD\">\n                                <mml:mo>\n                                  \u2212\n                                  \n                                <\/mml:mo>\n                                <mml:mn>1<\/mml:mn>\n                              <\/mml:mrow>\n                            <\/mml:msup>\n                            <mml:mi>ln<\/mml:mi>\n                            <mml:mo>\n                              \u2061\n                              \n                            <\/mml:mo>\n                            <mml:mi>N<\/mml:mi>\n                            <mml:msup>\n                              <mml:mo stretchy=\"false\">)<\/mml:mo>\n                              <mml:mrow class=\"MJX-TeXAtom-ORD\">\n                                <mml:mi>k<\/mml:mi>\n                                <mml:mo>+<\/mml:mo>\n                                <mml:mn>1<\/mml:mn>\n                              <\/mml:mrow>\n                            <\/mml:msup>\n                            <mml:mo stretchy=\"false\">)<\/mml:mo>\n                          <\/mml:mrow>\n                          <mml:annotation encoding=\"application\/x-tex\">O((N^{-1}\\ln N)^{k+1})<\/mml:annotation>\n                        <\/mml:semantics>\n                      <\/mml:math>\n                    <\/inline-formula>\n                    in the balanced norm, where\n                    <inline-formula content-type=\"math\/mathml\">\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" alttext=\"upper N\">\n                        <mml:semantics>\n                          <mml:mi>N<\/mml:mi>\n                          <mml:annotation encoding=\"application\/x-tex\">N<\/mml:annotation>\n                        <\/mml:semantics>\n                      <\/mml:math>\n                    <\/inline-formula>\n                    is the number of mesh intervals in each coordinate direction and tensor-product piecewise polynomials of degree\u00a0\n                    <inline-formula content-type=\"math\/mathml\">\n                      <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" alttext=\"k\">\n                        <mml:semantics>\n                          <mml:mi>k<\/mml:mi>\n                          <mml:annotation encoding=\"application\/x-tex\">k<\/mml:annotation>\n                        <\/mml:semantics>\n                      <\/mml:math>\n                    <\/inline-formula>\n                    in each coordinate variable are used in the LDG method. This result is the first of its kind for the LDG method applied to this class of problem and is optimal for convergence on a Shishkin mesh. Its sharpness is confirmed by numerical experiments.\n                  <\/p>","DOI":"10.1090\/mcom\/4048","type":"journal-article","created":{"date-parts":[[2024,11,13]],"date-time":"2024-11-13T13:36:09Z","timestamp":1731504969000},"page":"73-103","source":"Crossref","is-referenced-by-count":6,"title":["Optimal balanced-norm error estimate of the LDG method for reaction-diffusion problems II: The two-dimensional case with layer-upwind flux"],"prefix":"10.1090","volume":"95","author":[{"given":"Yao","family":"Cheng","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xuesong","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Martin","family":"Stynes","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"14","published-online":{"date-parts":[[2025,1,22]]},"reference":[{"issue":"7","key":"1","doi-asserted-by":"publisher","first-page":"895","DOI":"10.1134\/S0012266106070044","article-title":"On the accuracy of grid approximations of nonsmooth solutions of a singularly perturbed reaction-diffusion equation in the square","volume":"42","author":"Andreev, V. B.","year":"2006","journal-title":"Differ. Uravn.","ISSN":"https:\/\/id.crossref.org\/issn\/0374-0641","issn-type":"print"},{"key":"2","series-title":"Advances in Numerical Mathematics","isbn-type":"print","volume-title":"Anisotropic finite elements: local estimates and applications","author":"Apel, Thomas","year":"1999","ISBN":"https:\/\/id.crossref.org\/isbn\/3519027445"},{"issue":"1","key":"3","doi-asserted-by":"publisher","first-page":"Paper No. 18, 31","DOI":"10.1007\/s10915-023-02245-y","article-title":"Robust estimates in balanced norms for singularly perturbed reaction diffusion equations using graded meshes","volume":"96","author":"Armentano, Mar\u00eda Gabriela","year":"2023","journal-title":"J. Sci. Comput.","ISSN":"https:\/\/id.crossref.org\/issn\/0885-7474","issn-type":"print"},{"issue":"3","key":"4","doi-asserted-by":"publisher","first-page":"1654","DOI":"10.1137\/19M1264229","article-title":"A dual finite element method for a singularly perturbed reaction-diffusion problem","volume":"58","author":"Cai, Zhiqiang","year":"2020","journal-title":"SIAM J. Numer. Anal.","ISSN":"https:\/\/id.crossref.org\/issn\/0036-1429","issn-type":"print"},{"issue":"238","key":"5","doi-asserted-by":"publisher","first-page":"455","DOI":"10.1090\/S0025-5718-01-01317-5","article-title":"Optimal a priori error estimates for the \u210e\ud835\udc5d-version of the local discontinuous Galerkin method for convection-diffusion problems","volume":"71","author":"Castillo, Paul","year":"2002","journal-title":"Math. Comp.","ISSN":"https:\/\/id.crossref.org\/issn\/0025-5718","issn-type":"print"},{"key":"6","doi-asserted-by":"publisher","first-page":"Paper No. 113485, 22","DOI":"10.1016\/j.cam.2021.113485","article-title":"On the local discontinuous Galerkin method for singularly perturbed problem with two parameters","volume":"392","author":"Cheng, Yao","year":"2021","journal-title":"J. Comput. Appl. Math.","ISSN":"https:\/\/id.crossref.org\/issn\/0377-0427","issn-type":"print"},{"issue":"343","key":"7","doi-asserted-by":"publisher","first-page":"2065","DOI":"10.1090\/mcom\/3844","article-title":"Supercloseness of the local discontinuous Galerkin method for a singularly perturbed convection-diffusion problem","volume":"92","author":"Cheng, Yao","year":"2023","journal-title":"Math. Comp.","ISSN":"https:\/\/id.crossref.org\/issn\/0025-5718","issn-type":"print"},{"issue":"4","key":"8","doi-asserted-by":"publisher","first-page":"Paper No. 52, 36","DOI":"10.1007\/s10092-021-00445-2","article-title":"Analysis of generalised alternating local discontinuous Galerkin method on layer-adapted mesh for singularly perturbed problems","volume":"58","author":"Cheng, Yao","year":"2021","journal-title":"Calcolo","ISSN":"https:\/\/id.crossref.org\/issn\/0008-0624","issn-type":"print"},{"issue":"1-2","key":"9","doi-asserted-by":"publisher","first-page":"283","DOI":"10.1007\/s00211-023-01361-z","article-title":"The local discontinuous Galerkin method for a singularly perturbed convection-diffusion problem with characteristic and exponential layers","volume":"154","author":"Cheng, Yao","year":"2023","journal-title":"Numer. Math.","ISSN":"https:\/\/id.crossref.org\/issn\/0029-599X","issn-type":"print"},{"issue":"2","key":"10","doi-asserted-by":"publisher","first-page":"Paper No. 50, 29","DOI":"10.1007\/s10915-024-02602-5","article-title":"Optimal balanced-norm error estimate of the LDG method for reaction-diffusion problems I: The one-dimensional case","volume":"100","author":"Cheng, Yao","year":"2024","journal-title":"J. Sci. Comput.","ISSN":"https:\/\/id.crossref.org\/issn\/0885-7474","issn-type":"print"},{"key":"11","doi-asserted-by":"crossref","unstructured":"Y. Cheng, X. Wang, and M. Stynes, Optimal balanced-norm error estimate of the LDG method for reaction-diffusion problems II: the two-dimensional case with layer-upwind flux,  arXiv:2405.11939 (2024).","DOI":"10.1007\/s10915-024-02602-5"},{"issue":"4","key":"12","doi-asserted-by":"publisher","first-page":"1597","DOI":"10.1007\/s11075-022-01316-9","article-title":"Balanced-norm error estimate of the local discontinuous Galerkin method on layer-adapted meshes for reaction-diffusion problems","volume":"91","author":"Cheng, Yao","year":"2022","journal-title":"Numer. Algorithms","ISSN":"https:\/\/id.crossref.org\/issn\/1017-1398","issn-type":"print"},{"issue":"252","key":"13","doi-asserted-by":"publisher","first-page":"1743","DOI":"10.1090\/S0025-5718-05-01762-X","article-title":"A parameter robust numerical method for a two dimensional reaction-diffusion problem","volume":"74","author":"Clavero, C.","year":"2005","journal-title":"Math. Comp.","ISSN":"https:\/\/id.crossref.org\/issn\/0025-5718","issn-type":"print"},{"issue":"6","key":"14","doi-asserted-by":"publisher","first-page":"2440","DOI":"10.1137\/S0036142997316712","article-title":"The local discontinuous Galerkin method for time-dependent convection-diffusion systems","volume":"35","author":"Cockburn, Bernardo","year":"1998","journal-title":"SIAM J. Numer. Anal.","ISSN":"https:\/\/id.crossref.org\/issn\/0036-1429","issn-type":"print"},{"key":"15","series-title":"Applied Mathematics (Boca Raton)","isbn-type":"print","doi-asserted-by":"crossref","DOI":"10.1201\/9781482285727","volume-title":"Robust computational techniques for boundary layers","volume":"16","author":"Farrell, P. A.","year":"2000","ISBN":"https:\/\/id.crossref.org\/isbn\/1584881925"},{"issue":"3","key":"16","doi-asserted-by":"publisher","first-page":"423","DOI":"10.1007\/s10092-013-0093-5","article-title":"Error estimation in a balanced norm for a convection-diffusion problem with two different boundary layers","volume":"51","author":"Franz, Sebastian","year":"2014","journal-title":"Calcolo","ISSN":"https:\/\/id.crossref.org\/issn\/0008-0624","issn-type":"print"},{"key":"17","unstructured":"E. H. Georgoulis, Discontinuous Galerkin methods on shape-regular and anisotropic meshes, Ph.D. thesis, University of Oxford, 2003."},{"issue":"1","key":"18","first-page":"52","article-title":"\u210e\ud835\udc5d-version interior penalty discontinuous Galerkin finite element methods on anisotropic meshes","volume":"3","author":"Georgoulis, Emmanuil H.","year":"2006","journal-title":"Int. J. Numer. Anal. Model.","ISSN":"https:\/\/id.crossref.org\/issn\/1705-5105","issn-type":"print"},{"issue":"2","key":"19","doi-asserted-by":"publisher","first-page":"394","DOI":"10.1137\/0521022","article-title":"Differentiability properties of solutions of the equation -\ud835\udf00\u00b2\u0394\ud835\udc62+\ud835\udc5f\ud835\udc62=\ud835\udc53(\ud835\udc65,\ud835\udc66) in a square","volume":"21","author":"Han, H.","year":"1990","journal-title":"SIAM J. Math. Anal.","ISSN":"https:\/\/id.crossref.org\/issn\/0036-1410","issn-type":"print"},{"issue":"3","key":"20","doi-asserted-by":"publisher","first-page":"1218","DOI":"10.1137\/15M1041304","article-title":"A robust DPG method for singularly perturbed reaction-diffusion problems","volume":"55","author":"Heuer, Norbert","year":"2017","journal-title":"SIAM J. Numer. Anal.","ISSN":"https:\/\/id.crossref.org\/issn\/0036-1429","issn-type":"print"},{"issue":"3","key":"21","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1016\/S0898-1221(97)00279-4","article-title":"Uniformly convergent finite element methods for singularly perturbed elliptic boundary value problems. I. Reaction-diffusion type","volume":"35","author":"Li, J.","year":"1998","journal-title":"Comput. Math. Appl.","ISSN":"https:\/\/id.crossref.org\/issn\/0898-1221","issn-type":"print"},{"issue":"1","key":"22","doi-asserted-by":"publisher","first-page":"89","DOI":"10.1137\/070700267","article-title":"Discontinuous discretization for least-squares formulation of singularly perturbed reaction-diffusion problems in one and two dimensions","volume":"47","author":"Lin, Runchang","year":"2008","journal-title":"SIAM J. Numer. Anal.","ISSN":"https:\/\/id.crossref.org\/issn\/0036-1429","issn-type":"print"},{"issue":"5","key":"23","doi-asserted-by":"publisher","first-page":"2729","DOI":"10.1137\/110837784","article-title":"A balanced finite element method for singularly perturbed reaction-diffusion problems","volume":"50","author":"Lin, Runchang","year":"2012","journal-title":"SIAM J. Numer. Anal.","ISSN":"https:\/\/id.crossref.org\/issn\/0036-1429","issn-type":"print"},{"key":"24","series-title":"Lecture Notes in Mathematics","isbn-type":"print","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-05134-0","volume-title":"Layer-adapted meshes for reaction-convection-diffusion problems","volume":"1985","author":"Lin\u00df, Torsten","year":"2010","ISBN":"https:\/\/id.crossref.org\/isbn\/9783642051333"},{"issue":"4","key":"25","doi-asserted-by":"publisher","first-page":"986","DOI":"10.1093\/imanum\/drn048","article-title":"A two-scale sparse grid method for a singularly perturbed reaction-diffusion problem in two dimensions","volume":"29","author":"Liu, Fang","year":"2009","journal-title":"IMA J. Numer. Anal.","ISSN":"https:\/\/id.crossref.org\/issn\/0272-4979","issn-type":"print"},{"issue":"2","key":"26","doi-asserted-by":"publisher","first-page":"Paper No. 28, 16","DOI":"10.1007\/s10092-021-00421-w","article-title":"A weighted and balanced FEM for singularly perturbed reaction-diffusion problems","volume":"58","author":"Madden, Niall","year":"2021","journal-title":"Calcolo","ISSN":"https:\/\/id.crossref.org\/issn\/0008-0624","issn-type":"print"},{"issue":"1","key":"27","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1007\/s10092-015-0139-y","article-title":"Robust exponential convergence of \u210e\ud835\udc5d-FEM in balanced norms for singularly perturbed reaction-diffusion equations","volume":"53","author":"Melenk, J. M.","year":"2016","journal-title":"Calcolo","ISSN":"https:\/\/id.crossref.org\/issn\/0008-0624","issn-type":"print"},{"issue":"3","key":"28","doi-asserted-by":"publisher","first-page":"Paper No. 40, 37","DOI":"10.1007\/s10092-023-00535-3","article-title":"Energy-norm and balanced-norm supercloseness error analysis of a finite volume method on Shishkin meshes for singularly perturbed reaction-diffusion problems","volume":"60","author":"Meng, Xiangyun","year":"2023","journal-title":"Calcolo","ISSN":"https:\/\/id.crossref.org\/issn\/0008-0624","issn-type":"print"},{"key":"29","unstructured":"W. H. Reed and T. R. Hill, Triangular mesh methods for the neutron transport equation, Tech. Report LA-UR-73-479, Los Alamos Scientific Laboratory, Los Alamos, 1973."},{"issue":"6","key":"30","doi-asserted-by":"publisher","first-page":"551","DOI":"10.1002\/zamm.201300226","article-title":"Convergence and stability in balanced norms of finite element methods on Shishkin meshes for reaction-diffusion problems","volume":"95","author":"Roos, Hans-G\u00f6rg","year":"2015","journal-title":"ZAMM Z. Angew. Math. Mech.","ISSN":"https:\/\/id.crossref.org\/issn\/0044-2267","issn-type":"print"},{"key":"31","series-title":"Springer Series in Computational Mathematics","isbn-type":"print","volume-title":"Robust numerical methods for singularly perturbed differential equations","volume":"24","author":"Roos, Hans-G\u00f6rg","year":"2008","ISBN":"https:\/\/id.crossref.org\/isbn\/9783540344667","edition":"2"},{"key":"32","isbn-type":"print","doi-asserted-by":"publisher","first-page":"246","DOI":"10.1007\/978-3-642-19014-8_12","article-title":"The discontinuous Galerkin finite element method for singularly perturbed problems","author":"Roos, Hans-G\u00f6rg","year":"2003","ISBN":"https:\/\/id.crossref.org\/isbn\/3540408878"},{"issue":"161","key":"33","doi-asserted-by":"publisher","first-page":"47","DOI":"10.2307\/2007363","article-title":"On the finite element method for singularly perturbed reaction-diffusion problems in two and one dimensions","volume":"40","author":"Schatz, A. H.","year":"1983","journal-title":"Math. Comp.","ISSN":"https:\/\/id.crossref.org\/issn\/0025-5718","issn-type":"print"},{"key":"34","series-title":"Graduate Studies in Mathematics","isbn-type":"print","doi-asserted-by":"publisher","DOI":"10.1090\/gsm\/196","volume-title":"Convection-diffusion problems","volume":"196","author":"Stynes, Martin","year":"2018","ISBN":"https:\/\/id.crossref.org\/isbn\/9781470448684"},{"issue":"1","key":"35","doi-asserted-by":"publisher","first-page":"175","DOI":"10.1007\/s10915-016-0247-0","article-title":"The highest superconvergence analysis of ADG method for two point boundary values problem","volume":"70","author":"Wang, Jiangxing","year":"2017","journal-title":"J. Sci. Comput.","ISSN":"https:\/\/id.crossref.org\/issn\/0885-7474","issn-type":"print"},{"key":"36","doi-asserted-by":"publisher","first-page":"199","DOI":"10.1016\/j.apnum.2023.10.001","article-title":"An improved pointwise error estimate of the LDG method for 1-d singularly perturbed reaction-diffusion problem","volume":"196","author":"Wang, Xuesong","year":"2024","journal-title":"Appl. Numer. Math.","ISSN":"https:\/\/id.crossref.org\/issn\/0168-9274","issn-type":"print"},{"issue":"2-3","key":"37","first-page":"280","article-title":"A numerical study of uniform superconvergence of LDG method for solving singularly perturbed problems","volume":"27","author":"Xie, Ziqing","year":"2009","journal-title":"J. Comput. Math.","ISSN":"https:\/\/id.crossref.org\/issn\/0254-9409","issn-type":"print"},{"issue":"2","key":"38","doi-asserted-by":"publisher","first-page":"396","DOI":"10.1002\/num.21711","article-title":"Convergence analysis of the LDG method applied to singularly perturbed problems","volume":"29","author":"Zhu, Huiqing","year":"2013","journal-title":"Numer. Methods Partial Differential Equations","ISSN":"https:\/\/id.crossref.org\/issn\/0749-159X","issn-type":"print"},{"issue":"286","key":"39","doi-asserted-by":"publisher","first-page":"635","DOI":"10.1090\/S0025-5718-2013-02736-6","article-title":"Uniform convergence of the LDG method for a singularly perturbed problem with the exponential boundary layer","volume":"83","author":"Zhu, Huiqing","year":"2014","journal-title":"Math. Comp.","ISSN":"https:\/\/id.crossref.org\/issn\/0025-5718","issn-type":"print"}],"container-title":["Mathematics of Computation"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.ams.org\/mcom\/2026-95-357\/S0025-5718-2025-04048-1\/S0025-5718-2025-04048-1.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T05:54:00Z","timestamp":1776837240000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ams.org\/mcom\/2026-95-357\/S0025-5718-2025-04048-1\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,1,22]]},"references-count":39,"journal-issue":{"issue":"357","published-print":{"date-parts":[[2026,1]]}},"alternative-id":["S0025-5718-2025-04048-1"],"URL":"https:\/\/doi.org\/10.1090\/mcom\/4048","archive":["CLOCKSS","Portico"],"relation":{},"ISSN":["1088-6842","0025-5718"],"issn-type":[{"value":"1088-6842","type":"electronic"},{"value":"0025-5718","type":"print"}],"subject":[],"published":{"date-parts":[[2025,1,22]]}}}