# Dynamic Multi-objective Optimization on DF11 CEC2018 Source: [Dynamic Multi-objective Optimization on DF11 CEC2018]() Collection index: [llms.txt]() Data updated: 2026-03-31T07:32:38.654Z Evaluation of optimization algorithms on the DF11 subset of the CEC 2018 dynamic multi-objective optimization benchmark suite, measured using the MIGD metric. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Dynamic Multi-objective Optimization | | Dataset (including any stated split) | DF11 CEC2018 | | Metric | MIGD | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 32 of 32 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [MIGD](): Lower is better; unit: SCALAR. ## Recorded results | Method | MIGD | Result date | Report paper | | --- | --- | --- | --- | | IGP-DMOEA | 0.1313 | Not recorded | 69cb551b0636e5bf4afc9f22 | | IGP-DMOEA | 0.1331 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DM-DMOEA | 0.1371 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DM-DMOEA | 0.1385 | Not recorded | 69cb551b0636e5bf4afc9f22 | | VARE | 0.1429 | Not recorded | 69cb551b0636e5bf4afc9f22 | | VARE | 0.144 | Not recorded | 69cb551b0636e5bf4afc9f22 | | KT-DMOEA | 0.1462 | Not recorded | 69cb551b0636e5bf4afc9f22 | | KT-DMOEA | 0.1474 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DD-DMOEA | 0.1598 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DM-DMOEA | 0.1699 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DIP-DMOEA | 0.1706 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DIP-DMOEA | 0.1747 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DM-DMOEA | 0.1762 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DD-DMOEA | 0.1766 | Not recorded | 69cb551b0636e5bf4afc9f22 | | IGP-DMOEA | 0.1798 | Not recorded | 69cb551b0636e5bf4afc9f22 | | VARE | 0.1813 | Not recorded | 69cb551b0636e5bf4afc9f22 | | KTM-DMOEA | 0.1819 | Not recorded | 69cb551b0636e5bf4afc9f22 | | IGP-DMOEA | 0.1826 | Not recorded | 69cb551b0636e5bf4afc9f22 | | VARE | 0.1883 | Not recorded | 69cb551b0636e5bf4afc9f22 | | KTM-DMOEA | 0.1889 | Not recorded | 69cb551b0636e5bf4afc9f22 | | KT-DMOEA | 0.193 | Not recorded | 69cb551b0636e5bf4afc9f22 | | KT-DMOEA | 0.1947 | Not recorded | 69cb551b0636e5bf4afc9f22 | | PSGN | 0.1968 | Not recorded | 69cb551b0636e5bf4afc9f22 | | PSGN | 0.1981 | Not recorded | 69cb551b0636e5bf4afc9f22 | | PSGN | 0.2151 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DD-DMOEA | 0.2428 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DIP-DMOEA | 0.2495 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DIP-DMOEA | 0.2538 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DD-DMOEA | 0.2541 | Not recorded | 69cb551b0636e5bf4afc9f22 | | PSGN | 0.2562 | Not recorded | 69cb551b0636e5bf4afc9f22 | | KTM-DMOEA | 0.2686 | Not recorded | 69cb551b0636e5bf4afc9f22 | | KTM-DMOEA | 0.2687 | Not recorded | 69cb551b0636e5bf4afc9f22 | ### IGP-DMOEA MIGD: 0.1313. Result ID: 69cb789047f34ce924b36dd9. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"10"}. This record does not assert independent reproduction. ### IGP-DMOEA MIGD: 0.1331. Result ID: 69cb789047f34ce924b36de1. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"10"}. This record does not assert independent reproduction. ### DM-DMOEA MIGD: 0.1371. Result ID: 69cb789047f34ce924b36de6. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"10"}. This record does not assert independent reproduction. ### DM-DMOEA MIGD: 0.1385. Result ID: 69cb789047f34ce924b36dde. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"10"}. This record does not assert independent reproduction. ### VARE MIGD: 0.1429. Result ID: 69cb789047f34ce924b36de5. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"10"}. This record does not assert independent reproduction. ### VARE MIGD: 0.144. Result ID: 69cb789047f34ce924b36ddd. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"10"}. This record does not assert independent reproduction. ### KT-DMOEA MIGD: 0.1462. Result ID: 69cb789047f34ce924b36de0. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"10"}. This record does not assert independent reproduction. ### KT-DMOEA MIGD: 0.1474. Result ID: 69cb789047f34ce924b36dd8. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"10"}. This record does not assert independent reproduction. ### DD-DMOEA MIGD: 0.1598. Result ID: 69cb789047f34ce924b36def. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"5"}. This record does not assert independent reproduction. ### DM-DMOEA MIGD: 0.1699. Result ID: 69cb789047f34ce924b36df6. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"5"}. This record does not assert independent reproduction. ### DIP-DMOEA MIGD: 0.1706. Result ID: 69cb789047f34ce924b36dea. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"5"}. This record does not assert independent reproduction. ### DIP-DMOEA MIGD: 0.1747. Result ID: 69cb789047f34ce924b36dda. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"10"}. This record does not assert independent reproduction. ### DM-DMOEA MIGD: 0.1762. Result ID: 69cb789047f34ce924b36dee. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"5"}. This record does not assert independent reproduction. ### DD-DMOEA MIGD: 0.1766. Result ID: 69cb789047f34ce924b36ddf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"10"}. This record does not assert independent reproduction. ### IGP-DMOEA MIGD: 0.1798. Result ID: 69cb789047f34ce924b36de9. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"5"}. This record does not assert independent reproduction. ### VARE MIGD: 0.1813. Result ID: 69cb789047f34ce924b36df5. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"5"}. This record does not assert independent reproduction. ### KTM-DMOEA MIGD: 0.1819. Result ID: 69cb789047f34ce924b36deb. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"5"}. This record does not assert independent reproduction. ### IGP-DMOEA MIGD: 0.1826. Result ID: 69cb789047f34ce924b36df1. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"5"}. This record does not assert independent reproduction. ### VARE MIGD: 0.1883. Result ID: 69cb789047f34ce924b36ded. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"5"}. This record does not assert independent reproduction. ### KTM-DMOEA MIGD: 0.1889. Result ID: 69cb789047f34ce924b36ddb. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"10"}. This record does not assert independent reproduction. ### KT-DMOEA MIGD: 0.193. Result ID: 69cb789047f34ce924b36df0. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"5"}. This record does not assert independent reproduction. ### KT-DMOEA MIGD: 0.1947. Result ID: 69cb789047f34ce924b36de8. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"5"}. This record does not assert independent reproduction. ### PSGN MIGD: 0.1968. Result ID: 69cb789047f34ce924b36ddc. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"10"}. This record does not assert independent reproduction. ### PSGN MIGD: 0.1981. Result ID: 69cb789047f34ce924b36de4. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"10"}. This record does not assert independent reproduction. ### PSGN MIGD: 0.2151. Result ID: 69cb789047f34ce924b36dec. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","tau\_t":"5"}. This record does not assert independent reproduction. ### DD-DMOEA MIGD: 0.2428. Result ID: 69cb789047f34ce924b36df7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"5"}. This record does not assert independent reproduction. ### DIP-DMOEA MIGD: 0.2495. Result ID: 69cb789047f34ce924b36df2. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"5"}. This record does not assert independent reproduction. ### DIP-DMOEA MIGD: 0.2538. Result ID: 69cb789047f34ce924b36de2. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"10"}. This record does not assert independent reproduction. ### DD-DMOEA MIGD: 0.2541. Result ID: 69cb789047f34ce924b36de7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"10"}. This record does not assert independent reproduction. ### PSGN MIGD: 0.2562. Result ID: 69cb789047f34ce924b36df4. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"5"}. This record does not assert independent reproduction. ### KTM-DMOEA MIGD: 0.2686. Result ID: 69cb789047f34ce924b36df3. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"5"}. This record does not assert independent reproduction. ### KTM-DMOEA MIGD: 0.2687. Result ID: 69cb789047f34ce924b36de3. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","tau\_t":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.