Participants: Dimo Brockhoff, Daniel Horn, Joshua Knowles, Ilya Loshchilov, Tea Tusar, Ivan Voutchkov
Besides discussions on how to extend the BBOB platform towards problems of interest for surrogate-assisted multi-objective algorithms, we started in particular to collect real-world benchmark functions that are available to the public and simulators that can be used to create such functions. If you are aware of other publicly available real-world benchmarks or free simulators not listed here, please let us know.
Note that, to sort the tables below, you can click on the table header of the corresponding column.
Name | Authors | Domain | # cont. variables | # int. variables | # bin. variables | # constraints | # obj. | license | language |
---|---|---|---|---|---|---|---|---|---|
HBV Rainfall-Runoff Model | J. Kollat, J. Herman, P. Reed et al. | water resource management | 14 | 0 | 0 | 0 | 4 | LGPL | Java/C++ |
LRGV Water Portfolio Planning Benchmark | J. Kasprzyk, P. Reed, B. Kirsch, G. Characklis et al. | water resource management | 1-8 | 0 | 0 | 4 | 11 | LGPL | C++ |
HBV Rainfall-Runoff Model | M. Giuliani, J. Kollat, J. Herman et al. | simulation calibration (water resource management) | 12 | 0 | 0 | bound constraints | 2 | LGPL | Java/C++ |
Radar waveform optimization | E. Hughes | design optimization | 8+ | 0 | 0 | 1 | 9 | free for academic use | Matlab |
Cassini 1* | D. Izzo | global trajectory optimization (multi gravity assist) | 6 | 0 | 0 | 4 | 2 | GPL | C++, Python |
MGA-1DSM (TOF encoding) | D. Izzo | global trajectory optimization (multi gravity assist with one deep space maneuver) | 18 | 0 | 0 | 0 | 2 | GPL | C++, Python |
MGA-1DSM (alpha encoding) | D. Izzo | global trajectory optimization (multi gravity assist with one deep space maneuver) | 18 | 0 | 0 | 0 | 2 | GPL | C++, Python |
GC-MS | J. Knowles | ? | 9 | 0 | 0 | ? | 9 | ? | ? |
Airfoil redesign | B. Naujoks | design optimization | 18 | 0 | 0 | 0 | 2 | ? | ? |
Airfoil drag min | B. Naujoks | design optimization | 9 | 0 | 0 | 0 | 3 | ? | ? |
Hospital assignment | ? | ? | ? | ? | ? | 3 | 2 | ? | ? |
SVN opt | D. Horn | SVN accuracy vs. training time opt | 2-4 | 0 | 0 | 0 | 2 | ? | ? |
Top trumps | V. Volz | balancing objectives for game | K x L | K x L | ? | 0 | 2 | ? | R |
Name | Authors | Domain | # cont. variables | # int. variables | # bin. variables | # constraints | # obj. | license | language |
---|---|---|---|---|---|---|---|---|---|
XFoil | M. Drela (also H. Youngren) | airfoil design | ? | ? | ? | ? | ? | GPL | C/Fortran 77, support for Win32 and Unix |
EPANET (software that models water distribution piping systems) | US Environmental Protection Agency | water distribution | ? | ? | ? | ? | ? | none (public domain) | DLL (Windows) |
MATSim (multi-agent traffic flow simulation) | TU Berlin, ETH Zurich and Senozon | transport | ? | ? | ? | ? | ? | GPL | Java |
ns-3 (discrete-event network simulator for Internet systems) | National Science Foundation, INRIA, Georgia Institute of Technology, University of Washington and U.S. Army Research Laboratory | networks | ? | ? | ? | ? | ? | GPL | Java |