# Dynamic Multi-objective Optimization on CEC DF3 2018 (MHV) Source: [Dynamic Multi-objective Optimization on CEC DF3 2018 (MHV)]() Collection index: [llms.txt]() Data updated: 2026-03-31T07:32:38.900Z Evaluation of optimization algorithms on the DF3 problem set from the CEC 2018 dynamic multi-objective optimization benchmark suite, measured using the MHV 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) | CEC DF3 2018 | | Metric | MHV Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [MHV Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | MHV Score | Result date | Report paper | | --- | --- | --- | --- | | DIP-DMOEA | 50.2 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DD-DMOEA | 50.05 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DM-DMOEA | 49.28 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DIP-DMOEA | 48.59 | Not recorded | 69cb551b0636e5bf4afc9f22 | | IGP-DMOEA | 48.31 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DM-DMOEA | 48.2 | Not recorded | 69cb551b0636e5bf4afc9f22 | | IGP-DMOEA | 44.9 | Not recorded | 69cb551b0636e5bf4afc9f22 | | DD-DMOEA | 44.5 | Not recorded | 69cb551b0636e5bf4afc9f22 | | KTM-DMOEA | 42.88 | Not recorded | 69cb551b0636e5bf4afc9f22 | | KTM-DMOEA | 42.26 | Not recorded | 69cb551b0636e5bf4afc9f22 | | VARE | 37.47 | Not recorded | 69cb551b0636e5bf4afc9f22 | | KT-DMOEA | 37.35 | Not recorded | 69cb551b0636e5bf4afc9f22 | | VARE | 37.14 | Not recorded | 69cb551b0636e5bf4afc9f22 | | KT-DMOEA | 36.78 | Not recorded | 69cb551b0636e5bf4afc9f22 | | PSGN | 28.78 | Not recorded | 69cb551b0636e5bf4afc9f22 | | PSGN | 27.86 | Not recorded | 69cb551b0636e5bf4afc9f22 | ### DIP-DMOEA MHV Score: 50.2. Result ID: 69cb789047f34ce924b36e9a. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","taut":"10"}. This record does not assert independent reproduction. ### DD-DMOEA MHV Score: 50.05. Result ID: 69cb789047f34ce924b36e9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"nt":"10","taut":"10"}. This record does not assert independent reproduction. ### DM-DMOEA MHV Score: 49.28. Result ID: 69cb789047f34ce924b36e9e. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","taut":"10"}. This record does not assert independent reproduction. ### DIP-DMOEA MHV Score: 48.59. Result ID: 69cb789047f34ce924b36ea2. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","taut":"10"}. This record does not assert independent reproduction. ### IGP-DMOEA MHV Score: 48.31. Result ID: 69cb789047f34ce924b36e99. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","taut":"10"}. This record does not assert independent reproduction. ### DM-DMOEA MHV Score: 48.2. Result ID: 69cb789047f34ce924b36ea6. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","taut":"10"}. This record does not assert independent reproduction. ### IGP-DMOEA MHV Score: 44.9. Result ID: 69cb789047f34ce924b36ea1. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","taut":"10"}. This record does not assert independent reproduction. ### DD-DMOEA MHV Score: 44.5. Result ID: 69cb789047f34ce924b36ea7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"nt":"5","taut":"10"}. This record does not assert independent reproduction. ### KTM-DMOEA MHV Score: 42.88. Result ID: 69cb789047f34ce924b36e9b. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","taut":"10"}. This record does not assert independent reproduction. ### KTM-DMOEA MHV Score: 42.26. Result ID: 69cb789047f34ce924b36ea3. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","taut":"10"}. This record does not assert independent reproduction. ### VARE MHV Score: 37.47. Result ID: 69cb789047f34ce924b36e9d. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","taut":"10"}. This record does not assert independent reproduction. ### KT-DMOEA MHV Score: 37.35. Result ID: 69cb789047f34ce924b36e98. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","taut":"10"}. This record does not assert independent reproduction. ### VARE MHV Score: 37.14. Result ID: 69cb789047f34ce924b36ea5. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","taut":"10"}. This record does not assert independent reproduction. ### KT-DMOEA MHV Score: 36.78. Result ID: 69cb789047f34ce924b36ea0. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","taut":"10"}. This record does not assert independent reproduction. ### PSGN MHV Score: 28.78. Result ID: 69cb789047f34ce924b36e9c. [Reporting paper]() Recorded evaluation configuration: {"nt":"10","taut":"10"}. This record does not assert independent reproduction. ### PSGN MHV Score: 27.86. Result ID: 69cb789047f34ce924b36ea4. [Reporting paper]() Recorded evaluation configuration: {"nt":"5","taut":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.