{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,11]],"date-time":"2026-06-11T04:58:25Z","timestamp":1781153905812,"version":"3.54.1"},"reference-count":21,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T00:00:00Z","timestamp":1778198400000},"content-version":"vor","delay-in-days":7,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100022107","name":"Universit\u00e9 de Limoges","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100022107","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Optim Theory Appl"],"published-print":{"date-parts":[[2026,5]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>\n                    This article analyzes the asymptotic behavior of three classes of second-order inertial systems with vanishing damping when applied to non-potential operators. We consider the dynamics\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$\\text {(V-AVD)}_\\alpha $$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:msub>\n                            <mml:mtext>(V-AVD)<\/mml:mtext>\n                            <mml:mi>\u03b1<\/mml:mi>\n                          <\/mml:msub>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    ,\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$\\text {(V-DIN-AVD)}_{\\alpha ,\\beta }$$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:msub>\n                            <mml:mtext>(V-DIN-AVD)<\/mml:mtext>\n                            <mml:mrow>\n                              <mml:mi>\u03b1<\/mml:mi>\n                              <mml:mo>,<\/mml:mo>\n                              <mml:mi>\u03b2<\/mml:mi>\n                            <\/mml:mrow>\n                          <\/mml:msub>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    , and\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$\\text {(V-ISIHD)}_{\\alpha ,\\beta }$$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:msub>\n                            <mml:mtext>(V-ISIHD)<\/mml:mtext>\n                            <mml:mrow>\n                              <mml:mi>\u03b1<\/mml:mi>\n                              <mml:mo>,<\/mml:mo>\n                              <mml:mi>\u03b2<\/mml:mi>\n                            <\/mml:mrow>\n                          <\/mml:msub>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    , where\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$V: \\mathcal {H} \\rightarrow \\mathcal {H}$$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:mrow>\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>:<\/mml:mo>\n                            <mml:mi>H<\/mml:mi>\n                            <mml:mo>\u2192<\/mml:mo>\n                            <mml:mi>H<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    is a\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$\\lambda $$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:mi>\u03bb<\/mml:mi>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    -cocoercive operator. By using a time-scale change\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$t = \\sqrt{2(\\alpha +1)s}$$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:mrow>\n                            <mml:mi>t<\/mml:mi>\n                            <mml:mo>=<\/mml:mo>\n                            <mml:msqrt>\n                              <mml:mrow>\n                                <mml:mn>2<\/mml:mn>\n                                <mml:mo>(<\/mml:mo>\n                                <mml:mi>\u03b1<\/mml:mi>\n                                <mml:mo>+<\/mml:mo>\n                                <mml:mn>1<\/mml:mn>\n                                <mml:mo>)<\/mml:mo>\n                                <mml:mi>s<\/mml:mi>\n                              <\/mml:mrow>\n                            <\/mml:msqrt>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    , we show that as the damping parameter\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$\\alpha \\rightarrow +\\infty $$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:mrow>\n                            <mml:mi>\u03b1<\/mml:mi>\n                            <mml:mo>\u2192<\/mml:mo>\n                            <mml:mo>+<\/mml:mo>\n                            <mml:mi>\u221e<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    , the rescaled trajectories converge uniformly on compact time intervals to solutions of first-order differential equations. Specifically, we establish convergence to the monotone flow\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$\\dot{y}(s) + V(y(s)) = 0$$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:mrow>\n                            <mml:mover>\n                              <mml:mi>y<\/mml:mi>\n                              <mml:mo>\u02d9<\/mml:mo>\n                            <\/mml:mover>\n                            <mml:mrow>\n                              <mml:mo>(<\/mml:mo>\n                              <mml:mi>s<\/mml:mi>\n                              <mml:mo>)<\/mml:mo>\n                            <\/mml:mrow>\n                            <mml:mo>+<\/mml:mo>\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mrow>\n                              <mml:mo>(<\/mml:mo>\n                              <mml:mi>y<\/mml:mi>\n                              <mml:mrow>\n                                <mml:mo>(<\/mml:mo>\n                                <mml:mi>s<\/mml:mi>\n                                <mml:mo>)<\/mml:mo>\n                              <\/mml:mrow>\n                              <mml:mo>)<\/mml:mo>\n                            <\/mml:mrow>\n                            <mml:mo>=<\/mml:mo>\n                            <mml:mn>0<\/mml:mn>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    for (V-AVD), to a Levenberg-Marquardt type equation\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$\\dot{y}(s) + V(y(s)) + \\beta _0 \\frac{d}{ds}V(y(s)) = 0$$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:mrow>\n                            <mml:mover>\n                              <mml:mi>y<\/mml:mi>\n                              <mml:mo>\u02d9<\/mml:mo>\n                            <\/mml:mover>\n                            <mml:mrow>\n                              <mml:mo>(<\/mml:mo>\n                              <mml:mi>s<\/mml:mi>\n                              <mml:mo>)<\/mml:mo>\n                            <\/mml:mrow>\n                            <mml:mo>+<\/mml:mo>\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mrow>\n                              <mml:mo>(<\/mml:mo>\n                              <mml:mi>y<\/mml:mi>\n                              <mml:mrow>\n                                <mml:mo>(<\/mml:mo>\n                                <mml:mi>s<\/mml:mi>\n                                <mml:mo>)<\/mml:mo>\n                              <\/mml:mrow>\n                              <mml:mo>)<\/mml:mo>\n                            <\/mml:mrow>\n                            <mml:mo>+<\/mml:mo>\n                            <mml:msub>\n                              <mml:mi>\u03b2<\/mml:mi>\n                              <mml:mn>0<\/mml:mn>\n                            <\/mml:msub>\n                            <mml:mfrac>\n                              <mml:mi>d<\/mml:mi>\n                              <mml:mrow>\n                                <mml:mi>ds<\/mml:mi>\n                              <\/mml:mrow>\n                            <\/mml:mfrac>\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mrow>\n                              <mml:mo>(<\/mml:mo>\n                              <mml:mi>y<\/mml:mi>\n                              <mml:mrow>\n                                <mml:mo>(<\/mml:mo>\n                                <mml:mi>s<\/mml:mi>\n                                <mml:mo>)<\/mml:mo>\n                              <\/mml:mrow>\n                              <mml:mo>)<\/mml:mo>\n                            <\/mml:mrow>\n                            <mml:mo>=<\/mml:mo>\n                            <mml:mn>0<\/mml:mn>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    for (V-DIN-AVD) in finite dimensions under the condition\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$\\lambda &gt; 2\\beta _0$$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:mrow>\n                            <mml:mi>\u03bb<\/mml:mi>\n                            <mml:mo>&gt;<\/mml:mo>\n                            <mml:mn>2<\/mml:mn>\n                            <mml:msub>\n                              <mml:mi>\u03b2<\/mml:mi>\n                              <mml:mn>0<\/mml:mn>\n                            <\/mml:msub>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    , and to an implicit dynamics\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$\\dot{y}(s) + V(y(s) + \\beta _0\\dot{y}(s)) = 0$$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:mrow>\n                            <mml:mover>\n                              <mml:mi>y<\/mml:mi>\n                              <mml:mo>\u02d9<\/mml:mo>\n                            <\/mml:mover>\n                            <mml:mrow>\n                              <mml:mo>(<\/mml:mo>\n                              <mml:mi>s<\/mml:mi>\n                              <mml:mo>)<\/mml:mo>\n                            <\/mml:mrow>\n                            <mml:mo>+<\/mml:mo>\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mrow>\n                              <mml:mo>(<\/mml:mo>\n                              <mml:mi>y<\/mml:mi>\n                              <mml:mrow>\n                                <mml:mo>(<\/mml:mo>\n                                <mml:mi>s<\/mml:mi>\n                                <mml:mo>)<\/mml:mo>\n                              <\/mml:mrow>\n                              <mml:mo>+<\/mml:mo>\n                              <mml:msub>\n                                <mml:mi>\u03b2<\/mml:mi>\n                                <mml:mn>0<\/mml:mn>\n                              <\/mml:msub>\n                              <mml:mover>\n                                <mml:mi>y<\/mml:mi>\n                                <mml:mo>\u02d9<\/mml:mo>\n                              <\/mml:mover>\n                              <mml:mrow>\n                                <mml:mo>(<\/mml:mo>\n                                <mml:mi>s<\/mml:mi>\n                                <mml:mo>)<\/mml:mo>\n                              <\/mml:mrow>\n                              <mml:mo>)<\/mml:mo>\n                            <\/mml:mrow>\n                            <mml:mo>=<\/mml:mo>\n                            <mml:mn>0<\/mml:mn>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    for (V-ISIHD) when\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$x_1 = 0$$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:mrow>\n                            <mml:msub>\n                              <mml:mi>x<\/mml:mi>\n                              <mml:mn>1<\/mml:mn>\n                            <\/mml:msub>\n                            <mml:mo>=<\/mml:mo>\n                            <mml:mn>0<\/mml:mn>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    and\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$2\\beta _0 &lt; \\lambda $$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:mrow>\n                            <mml:mn>2<\/mml:mn>\n                            <mml:msub>\n                              <mml:mi>\u03b2<\/mml:mi>\n                              <mml:mn>0<\/mml:mn>\n                            <\/mml:msub>\n                            <mml:mo>&lt;<\/mml:mo>\n                            <mml:mi>\u03bb<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    . The proofs rely on Lyapunov-type energy estimates and provide a unified framework for understanding the high-damping limit of inertial systems in a non-potential setting. These results show that the non-potential setting cannot be treated as a mere extension of the gradient case\n                    <jats:inline-formula>\n                      <jats:alternatives>\n                        <jats:tex-math>$$V=\\nabla f$$<\/jats:tex-math>\n                        <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                          <mml:mrow>\n                            <mml:mi>V<\/mml:mi>\n                            <mml:mo>=<\/mml:mo>\n                            <mml:mi>\u2207<\/mml:mi>\n                            <mml:mi>f<\/mml:mi>\n                          <\/mml:mrow>\n                        <\/mml:math>\n                      <\/jats:alternatives>\n                    <\/jats:inline-formula>\n                    , but requires fundamentally new Lyapunov constructions and stability arguments beyond those available in the potential framework.\n                  <\/jats:p>","DOI":"10.1007\/s10957-026-02985-5","type":"journal-article","created":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T05:04:16Z","timestamp":1778216656000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Singular Perturbation Analysis of Accelerated Inertial Systems for Non-Potential Operators in the High-Damping Regime"],"prefix":"10.1007","volume":"209","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4375-0106","authenticated-orcid":false,"given":"Samir","family":"Adly","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kouegnon D.","family":"Mitchozounnou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Olivier","family":"Prot","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,5,8]]},"reference":[{"key":"2985_CR1","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1007\/s11228-024-00720-8","volume":"32","author":"S Adly","year":"2024","unstructured":"Adly, S., Attouch, H.: Complexity Analysis Based on Tuning the Viscosity Parameter of the Su-Boyd-Cand\u00e8s Inertial Gradient Dynamics. Set-Valued and Variational Analysis 32, 17 (2024). https:\/\/doi.org\/10.1007\/s11228-024-00720-8","journal-title":"Set-Valued and Variational Analysis"},{"key":"2985_CR2","doi-asserted-by":"publisher","unstructured":"Adly, S., Attouch, H.: Accelerated Optimization Through Time-Scale Analysis of Inertial Dynamics with Asymptotic Vanishing and Hessian-Driven Dampings. Optimization 1\u201338 (2024). https:\/\/doi.org\/10.1080\/02331934.2024.2359540","DOI":"10.1080\/02331934.2024.2359540"},{"key":"2985_CR3","doi-asserted-by":"publisher","first-page":"201","DOI":"10.3934\/eect.2025072","volume":"17","author":"S Adly","year":"2026","unstructured":"Adly, S., Mitchozounnou, K.D., Prot, O.: From inertial systems to proximal flows: The large damping limit of implicit Hessian-driven dynamics. Evolution Equations and Control Theory 17, 201\u2013230 (2026). https:\/\/doi.org\/10.3934\/eect.2025072","journal-title":"Evolution Equations and Control Theory"},{"key":"2985_CR4","doi-asserted-by":"publisher","DOI":"10.1186\/s13663-021-00702-7","author":"S Adly","year":"2021","unstructured":"Adly, S., Attouch, H., Vo, V.N.: Asymptotic Behavior of Newton-Like Inertial Dynamics Involving the Sum of Potential and Non-potential Terms. Fixed Point Theory and Algorithms for Sciences and Engineering (2021). https:\/\/doi.org\/10.1186\/s13663-021-00702-7","journal-title":"Fixed Point Theory and Algorithms for Sciences and Engineering"},{"key":"2985_CR5","doi-asserted-by":"publisher","first-page":"1687","DOI":"10.1007\/s00245-020-09692-1","volume":"84","author":"CD Alecsa","year":"2021","unstructured":"Alecsa, C.D., L\u00e1szl\u00f3, S., Pinta, T.: An Extension of the Second Order Dynamical System that Models Nesterov\u2019s Convex Gradient Method. Appl. Math. Optim. 84, 1687\u20131716 (2021). https:\/\/doi.org\/10.1007\/s00245-020-09692-1","journal-title":"Appl. Math. Optim."},{"issue":"8","key":"2985_CR6","doi-asserted-by":"publisher","first-page":"747","DOI":"10.1016\/S0021-7824(01)01253-3","volume":"81","author":"F Alvarez","year":"2002","unstructured":"Alvarez, F., Attouch, H., Bolte, J., Redont, P.: A Second-Order Gradient-Like Dissipative Dynamical System with Hessian-Driven Damping. Application to Optimization and Mechanics. Journal de Math\u00e9matiques Pures et Appliqu\u00e9es 81(8), 747\u2013779 (2002)","journal-title":"Journal de Math\u00e9matiques Pures et Appliqu\u00e9es"},{"issue":"1","key":"2985_CR7","doi-asserted-by":"publisher","first-page":"551","DOI":"10.1137\/17M1128642","volume":"28","author":"V Apidopoulos","year":"2018","unstructured":"Apidopoulos, V., Aujol, J.-F., Dossal, Ch.: The Differential Inclusion Modeling FISTA Algorithm and Optimality of the Convergence Rate in the Case $$b\\le 3$$. SIAM J. Optim. 28(1), 551\u2013574 (2018)","journal-title":"SIAM J. Optim."},{"issue":"1","key":"2985_CR8","doi-asserted-by":"publisher","first-page":"849","DOI":"10.1137\/17M1114739","volume":"28","author":"H Attouch","year":"2018","unstructured":"Attouch, H., Cabot, A.: Convergence Rates of Inertial Forward-Backward Algorithms. SIAM J. Optim. 28(1), 849\u2013874 (2018)","journal-title":"SIAM J. Optim."},{"key":"2985_CR9","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1007\/s10107-016-0992-8","volume":"168","author":"H Attouch","year":"2018","unstructured":"Attouch, H., Chbani, Z., Peypouquet, J., Redont, P.: Fast Convergence of Inertial Dynamics and Algorithms with Asymptotic Vanishing Viscosity. Mathematical Programming, Series B 168, 123\u2013175 (2018)","journal-title":"Mathematical Programming, Series B"},{"key":"2985_CR10","doi-asserted-by":"crossref","unstructured":"Attouch, H., Chbani, Z., Riahi, H.: Rate of Convergence of the Nesterov Accelerated Gradient Method in the Subcritical Case $$\\alpha \\le 3$$. ESAIM Control, Optimisation and Calculus of Variations 25, (2019)","DOI":"10.1051\/cocv\/2017083"},{"issue":"3","key":"2985_CR11","doi-asserted-by":"publisher","first-page":"1824","DOI":"10.1137\/15M1046095","volume":"26","author":"H Attouch","year":"2016","unstructured":"Attouch, H., Peypouquet, J.: The Rate of Convergence of Nesterov\u2019s Accelerated Forward-Backward Method Is Actually Faster than $$1\/k^2$$. SIAM J. Optim. 26(3), 1824\u20131834 (2016)","journal-title":"SIAM J. Optim."},{"key":"2985_CR12","doi-asserted-by":"publisher","first-page":"5734","DOI":"10.1016\/j.jde.2016.08.020","volume":"261","author":"H Attouch","year":"2016","unstructured":"Attouch, H., Peypouquet, J., Redont, P.: Fast Convex Minimization via Inertial Dynamics with Hessian-Driven Damping. J. Differential Equations 261, 5734\u20135783 (2016)","journal-title":"J. Differential Equations"},{"issue":"2","key":"2985_CR13","doi-asserted-by":"publisher","first-page":"487","DOI":"10.3934\/eect.2021010","volume":"11","author":"H Attouch","year":"2022","unstructured":"Attouch, H., Balhag, A., Chbani, Z., Riahi, H.: Fast convex optimization via inertial dynamics combining viscous and Hessian-driven damping with time rescaling. Evolution Equations and Control Theory 11(2), 487\u2013514 (2022). https:\/\/doi.org\/10.3934\/eect.2021010","journal-title":"Evolution Equations and Control Theory"},{"key":"2985_CR14","doi-asserted-by":"publisher","first-page":"113","DOI":"10.1007\/s10107-020-01591-1","volume":"193","author":"H Attouch","year":"2022","unstructured":"Attouch, H., Chbani, Z., Fadili, J., Riahi, H.: First-order optimization algorithms via inertial systems with Hessian-driven damping. Math. Program. 193, 113\u2013155 (2022). https:\/\/doi.org\/10.1007\/s10107-020-01591-1","journal-title":"Math. Program."},{"key":"2985_CR15","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1007\/BF03007664","volume":"26","author":"J-B Baillon","year":"1977","unstructured":"Baillon, J.-B., Haddad, G.: Quelques Propri\u00e9t\u00e9s des Op\u00e9rateurs Angles-Born\u00e9s et n-Cycliquement Monotones. Israel J. Math. 26, 137\u2013150 (1977)","journal-title":"Israel J. Math."},{"key":"2985_CR16","doi-asserted-by":"publisher","first-page":"968","DOI":"10.1007\/s10957-015-0746-4","volume":"166","author":"A Chambolle","year":"2015","unstructured":"Chambolle, A., Dossal, Ch.: On the Convergence of the Iterates of the Fast Iterative Shrinkage-Thresholding Algorithm. J. Optim. Theory Appl. 166, 968\u2013982 (2015)","journal-title":"J. Optim. Theory Appl."},{"issue":"3","key":"2985_CR17","doi-asserted-by":"publisher","first-page":"681","DOI":"10.3906\/mat-1512-28","volume":"41","author":"R May","year":"2017","unstructured":"May, R.: Asymptotic for a Second-Order Evolution Equation with Convex Potential and Vanishing Damping Term. Turk. J. Math. 41(3), 681\u2013685 (2017)","journal-title":"Turk. J. Math."},{"key":"2985_CR18","first-page":"372","volume":"27","author":"Y Nesterov","year":"1983","unstructured":"Nesterov, Y.: A Method of Solving a Convex Programming Problem with Convergence Rate $$O(1\/k^2)$$. Soviet Mathematics Doklady 27, 372\u2013376 (1983)","journal-title":"Soviet Mathematics Doklady"},{"key":"2985_CR19","doi-asserted-by":"crossref","unstructured":"Nesterov, Y.: Introductory Lectures on Convex Optimization: A Basic Course. Applied Optimization, Vol. 87. Kluwer Academic Publishers, Boston, MA (2004)","DOI":"10.1007\/978-1-4419-8853-9"},{"key":"2985_CR20","doi-asserted-by":"crossref","unstructured":"Shi, B., Du, S.S., Jordan, M.I., Su, W.J.: Understanding the Acceleration Phenomenon via High-Resolution Differential Equations. Math. Program. 195, 79\u2013148 (2022)","DOI":"10.1007\/s10107-021-01681-8"},{"key":"2985_CR21","unstructured":"Su, W.J., Boyd, S., Cand\u00e8s, E.J.: A Differential Equation for Modeling Nesterov\u2019s Accelerated Gradient Method: Theory and Insights. In Z. Ghahramani, M. Welling, C. Cortes, N. D. Lawrence, and K. Q. Weinberger (eds.), Advances in Neural Information Processing Systems 27 (NIPS 2014), pp. 2510\u20132518 (2014)"}],"container-title":["Journal of Optimization Theory and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10957-026-02985-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10957-026-02985-5","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10957-026-02985-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,11]],"date-time":"2026-06-11T04:13:13Z","timestamp":1781151193000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10957-026-02985-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5]]},"references-count":21,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2026,5]]}},"alternative-id":["2985"],"URL":"https:\/\/doi.org\/10.1007\/s10957-026-02985-5","relation":{},"ISSN":["0022-3239","1573-2878"],"issn-type":[{"value":"0022-3239","type":"print"},{"value":"1573-2878","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5]]},"assertion":[{"value":"7 December 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 March 2026","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 May 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflicts of Interest"}}],"article-number":"58"}}