DynoFluxBench

Scenarios

Robot start (green) and goal (red). Static obstacles are grey; dynamic obstacles are orange.

Revolving Door
Revolving Door
Double Revolving Door
Double Revolving Door
Multi Revolving Door
Multi Revolving Door
Double Moving Windows
Double Moving Windows
Shortcut
Shortcut
Bugtrap
Bugtrap
Wait
Wait
Elevator
Elevator
Lane Switch
Lane Switch
Parking
Parking
Parking Lot
Parking Lot
Moving Ceiling
Moving Ceiling
Moving Small Window
Moving Small Window
Double Moving Ceiling
Double Moving Ceiling

Trajectories

Example solutions. Numbers match Table II. U1: 1st Order Unicycle; U2: 2nd Order Unicycle; C: Car with Trailer; P: Planar Rotor.

01 Empty (U1)
01 Empty (U1)
02 Revolving Door (U1)
02 Revolving Door (U1)
03 Double Revolving Door (U1)
03 Double Revolving Door (U1)
04 Multi Revolving Door (U1)
04 Multi Revolving Door (U1)
05 Double Moving Windows (U1)
05 Double Moving Windows (U1)
06 Shortcut (U1)
06 Shortcut (U1)
07 Bugtrap (U1)
07 Bugtrap (U1)
08 Wait (U1)
08 Wait (U1)
09 Elevator (U1)
09 Elevator (U1)
10 Empty (U2)
10 Empty (U2)
11 Revolving Door (U2)
11 Revolving Door (U2)
12 Double Revolving Door (U2)
12 Double Revolving Door (U2)
13 Multi Revolving Door (U2)
13 Multi Revolving Door (U2)
14 Double Moving Windows (U2)
14 Double Moving Windows (U2)
15 Wait (U2)
15 Wait (U2)
16 Lane Switch (U2)
16 Lane Switch (U2)
17 Empty (C)
17 Empty (C)
18 Lane Switch (C)
18 Lane Switch (C)
19 Park (C)
19 Park (C)
20 Parking Lot (C)
20 Parking Lot (C)
21 Empty (P)
21 Empty (P)
22 Moving Ceiling (P)
22 Moving Ceiling (P)
23 Moving Small Ceiling (P)
23 Moving Small Ceiling (P)
24 Double Ceiling (P)
24 Double Ceiling (P)
25 Elevator (P)
25 Elevator (P)

Benchmark Results

Table II. Bold values mark the best result per metric (lowest cost and time-to-first solution, highest success rate). Dashes indicate that no solution was found.

Db-RRT ST-Db-RRT KIST ST-GBRRT
# Scenario Dynamics c [s] t1 [s] sr [p] c [s] t1 [s] sr [p] c [s] t1 [s] sr [p] c [s] t1 [s] sr [p]
01 Empty 1st Order Unicycle 15.5 0.1 1.0 14.7 0.5 1.0 15.1 1.1 1.0 14.4 1.9 1.0
02 Revolving Door 1st Order Unicycle 11.5 0.2 1.0 11.5 1.1 1.0 10.7 1.7 1.0 10.5 2.6 1.0
03 Double Revolving Door 1st Order Unicycle 13.8 0.3 1.0 13.4 1.7 1.0 12.8 2.8 1.0 12.6 5.7 1.0
04 Multi Revolving Door 1st Order Unicycle 17.2 0.5 1.0 17.7 2.7 1.0 18.4 5.5 1.0 16.2 10.6 1.0
05 Double Moving Windows 1st Order Unicycle 11.5 0.2 1.0 11.6 2.4 1.0 11.6 2.3 1.0 10.6 4.4 1.0
06 Shortcut 1st Order Unicycle 15.2 0.1 1.0 14.7 0.8 1.0 14.6 2.1 1.0 14.1 3.4 1.0
07 Bugtrap 1st Order Unicycle 28.8 0.6 1.0 32.2 32.3 1.0 41.1 42.3 1.0 -- -- 0.0
08 Wait 1st Order Unicycle -- -- 0.0 39.4 2.0 1.0 39.1 32.2 0.7 -- -- 0.0
09 Elevator 1st Order Unicycle 17.9 35.4 0.9 17.4 18.0 0.5 18.4 16.9 0.6 16.6 15.4 1.0
10 Empty 2nd Order Unicycle 21.7 0.2 1.0 19.6 0.5 1.0 19.9 1.3 1.0 18.7 44.8 0.9
11 Revolving Door 2nd Order Unicycle 13.4 0.2 1.0 12.7 1.2 1.0 13.2 3.8 1.0 12.2 10.7 1.0
12 Double Revolving Door 2nd Order Unicycle 22.4 0.3 0.8 20.7 1.9 1.0 23.3 5.4 1.0 -- -- 0.0
13 Multi Revolving Door 2nd Order Unicycle 23.6 0.5 1.0 22.5 2.5 1.0 34.3 7.7 1.0 21.5 79.9 0.8
14 Double Moving Windows 2nd Order Unicycle 15.9 0.3 1.0 17.7 3.5 1.0 27.6 8.5 1.0 15.2 74.5 0.2
15 Wait 2nd Order Unicycle -- -- 0.0 41.9 38.5 0.7 -- -- 0.0 -- -- 0.0
16 Lane Switch 2nd Order Unicycle 30.6 0.3 1.0 29.8 3.1 1.0 29.9 7.0 1.0 -- -- 0.0
17 Empty Car with Trailer 14.4 0.1 1.0 17.9 1.3 1.0 14.1 0.5 1.0 13.2 4.3 1.0
18 Lane Switch Car with Trailer 29.4 0.3 1.0 31.6 2.1 1.0 28.7 26.9 0.9 -- -- 0.0
19 Park Car with Trailer 7.8 0.3 1.0 8.2 0.4 1.0 7.7 0.9 1.0 7.0 1.4 1.0
20 Parking Lot Car with Trailer 25.1 0.4 1.0 30.0 2.8 1.0 25.8 16.8 1.0 -- -- 0.0
21 Empty Planar Rotor 2.8 0.6 1.0 5.8 11.0 1.0 3.5 4.1 1.0 2.6 94.4 0.5
22 Moving Ceiling Planar Rotor 5.3 4.7 1.0 7.6 18.0 1.0 5.9 19.7 1.0 -- -- 0.0
23 Moving Small Ceiling Planar Rotor 7.1 4.1 1.0 9.5 33.9 1.0 6.8 28.0 1.0 -- -- 0.0
24 Double Ceiling Planar Rotor 8.3 6.1 0.9 12.2 73.7 0.9 7.6 40.0 1.0 -- -- 0.0
25 Elevator Planar Rotor 15.6 5.9 0.8 19.7 80.8 0.6 16.9 91.2 0.8 -- -- 0.0

Cost-Success Plots

Numbers match Table II. U1: 1st Order Unicycle; U2: 2nd Order Unicycle; C: Car with Trailer; P: Planar Rotor.

Db-RRT vs ST-Db-RRT

01 Empty (U1)
01 Empty (U1)
02 Revolving Door (U1)
02 Revolving Door (U1)
03 Double Revolving Door (U1)
03 Double Revolving Door (U1)
04 Multi Revolving Door (U1)
04 Multi Revolving Door (U1)
05 Double Moving Windows (U1)
05 Double Moving Windows (U1)
06 Shortcut (U1)
06 Shortcut (U1)
07 Bugtrap (U1)
07 Bugtrap (U1)
08 Wait (U1)
08 Wait (U1)
09 Elevator (U1)
09 Elevator (U1)
10 Empty (U2)
10 Empty (U2)
11 Revolving Door (U2)
11 Revolving Door (U2)
12 Double Revolving Door (U2)
12 Double Revolving Door (U2)
13 Multi Revolving Door (U2)
13 Multi Revolving Door (U2)
14 Double Moving Windows (U2)
14 Double Moving Windows (U2)
15 Wait (U2)
15 Wait (U2)
16 Lane Switch (U2)
16 Lane Switch (U2)
17 Empty (C)
17 Empty (C)
18 Lane Switch (C)
18 Lane Switch (C)
19 Park (C)
19 Park (C)
20 Parking Lot (C)
20 Parking Lot (C)
21 Empty (P)
21 Empty (P)
22 Moving Ceiling (P)
22 Moving Ceiling (P)
23 Moving Small Ceiling (P)
23 Moving Small Ceiling (P)
24 Double Ceiling (P)
24 Double Ceiling (P)
25 Elevator (P)
25 Elevator (P)

Db-RRT ST-Db-RRT

ST-Db-RRT vs ST-GBRRT vs KIST

01 Empty (U1)
01 Empty (U1)
02 Revolving Door (U1)
02 Revolving Door (U1)
03 Double Revolving Door (U1)
03 Double Revolving Door (U1)
04 Multi Revolving Door (U1)
04 Multi Revolving Door (U1)
05 Double Moving Windows (U1)
05 Double Moving Windows (U1)
06 Shortcut (U1)
06 Shortcut (U1)
07 Bugtrap (U1)
07 Bugtrap (U1)
08 Wait (U1)
08 Wait (U1)
09 Elevator (U1)
09 Elevator (U1)
10 Empty (U2)
10 Empty (U2)
11 Revolving Door (U2)
11 Revolving Door (U2)
12 Double Revolving Door (U2)
12 Double Revolving Door (U2)
13 Multi Revolving Door (U2)
13 Multi Revolving Door (U2)
14 Double Moving Windows (U2)
14 Double Moving Windows (U2)
15 Wait (U2)
15 Wait (U2)
16 Lane Switch (U2)
16 Lane Switch (U2)
17 Empty (C)
17 Empty (C)
18 Lane Switch (C)
18 Lane Switch (C)
19 Park (C)
19 Park (C)
20 Parking Lot (C)
20 Parking Lot (C)
21 Empty (P)
21 Empty (P)
22 Moving Ceiling (P)
22 Moving Ceiling (P)
23 Moving Small Ceiling (P)
23 Moving Small Ceiling (P)
24 Double Ceiling (P)
24 Double Ceiling (P)
25 Elevator (P)
25 Elevator (P)

ST-Db-RRT ST-GBRRT KIST