User:Simonton/PFResearch

My next experiment: goto path surfing. It works by choosing (currently) 31 impact points on each wave, spread out across GF -1 to 1, then plotting the path through them with the least sum of the dangers. It currently works like this, which will become more sophisticated with time:

• For each Wave choose 31 GuessFactors, spread out across GFs -1 to 1, being sure to include local minimum danger points.
• To find the best path from a given point:
  • Find the next wave to strike that point.
  • Find the points on that wave that meet the 31 chosen GFs AND could be reached from this point along the path of maximum escape.
  • Recurse to find the danger of each of those points.
  • Choose the point with the least danger.
  • Add in the danger of this point, add this point to the best path so far, and return.

So far there's very humble beginnings:

See old results at /DCGTResearchArchive

MC2K7 Fast Learning Results

Bot Name	Author	Type	HOF	SPL	GRG	Sub 1	WAY (Sub 2)	GR3	RKM	Sub 3	ASC	CC	CHK	Sub 4	Total	Comments
0057	Simonton	PF/DC	99.56	88.14	86.88	91.53	65.95	62.77	75.40	69.08	34.95	42.30	40.09	39.11	66.42	75.0 seasons
0058	Simonton	PF/DC	99.51	87.62	87.97	91.70	64.39	61.66	75.21	68.44	34.93	43.53	39.35	39.27	65.95	75.0 seasons
0059	Simonton	PF/DC	99.53	88.25	87.34	91.71	67.40	63.42	76.11	69.76	35.03	42.28	40.35	39.22	67.02	75.0 seasons
0060	Simonton	PF/DC	99.47	88.79	88.33	92.20	67.67	63.39	76.99	70.19	35.82	41.39	40.17	39.13	67.30	75.0 seasons
0061	Simonton	PF/DC	99.80	88.45	89.72	92.66	69.63	63.29	76.61	69.95	34.52	41.29	41.34	39.05	67.82	75.0 seasons
0062	Simonton	PF/DC	99.98	88.02	89.75	92.59	68.40	63.20	76.18	69.69	33.00	40.64	39.98	37.88	67.14	75.0 seasons
0063	Simonton	PF/DC	99.97	88.59	89.93	92.83	67.91	63.30	77.67	70.48	33.43	40.42	40.10	37.98	67.30	75.0 seasons
0064	Simonton	PF/DC	99.99	88.10	88.74	92.28	68.93	62.83	77.27	70.05	34.86	41.15	40.69	38.90	67.54	75.0 seasons
0065	Simonton	PF/DC	99.96	87.89	88.98	92.28	69.17	62.83	77.79	70.31	34.00	42.49	41.87	39.45	67.80	75.0 seasons
0066	Simonton	PF/DC	99.99	88.27	88.78	92.34	69.28	63.16	76.50	69.83	34.36	40.22	40.27	38.28	67.43	75.0 seasons
0067	Simonton	PF/DC	99.98	88.00	89.35	92.44	69.28	63.19	78.40	70.80	34.96	41.76	42.00	39.57	68.02	75.0 seasons
0068	Simonton	PF/DC	99.97	87.64	90.31	92.64	68.70	63.82	78.27	71.04	36.20	42.71	42.85	40.59	68.24	75.0 seasons
0069	Simonton	PF/DC	99.96	87.72	91.49	93.06	68.61	63.41	79.12	71.27	33.84	41.48	43.23	39.52	68.11	75.0 seasons
0070	Simonton	PF/DC	99.95	87.65	91.89	93.17	70.09	63.20	80.43	71.82	34.34	41.19	41.68	39.07	68.53	75.0 seasons
0071	Simonton	PF/DC	99.98	87.82	92.07	93.29	68.44	63.15	80.22	71.68	33.99	41.64	42.41	39.35	68.19	75.0 seasons
0072	Simonton	PF/DC	99.97	87.84	92.39	93.40	69.47	63.19	80.01	71.60	34.20	40.98	42.32	39.17	68.41	75.0 seasons
0073	Simonton	PF/DC	99.95	88.02	92.08	93.35	70.34	63.02	79.78	71.40	34.01	40.56	41.05	38.54	68.41	75.0 seasons
0074	Simonton	PF/DC	99.99	87.42	92.12	93.18	68.73	62.63	79.20	70.91	33.46	38.76	39.53	37.25	67.52	75.0 seasons
0075	Simonton	PF/DC	99.98	87.05	91.08	92.70	69.17	62.68	80.06	71.37	34.59	40.23	40.72	38.51	67.94	75.0 seasons
0076	Simonton	PF/DC	99.99	86.90	92.06	92.99	70.13	62.76	80.03	71.40	33.44	41.93	42.68	39.35	68.47	75.0 seasons
0077	Simonton	PF/DC	99.98	86.60	91.84	92.81	69.14	62.55	79.25	70.90	33.34	40.77	41.81	38.64	67.87	75.0 seasons
Bot Name	Author	Type	HOF	SPL	GRG	Sub 1	WAY (Sub 2)	GR3	RKM	Sub 3	ASC	CC	CHK	Sub 4	Total	Comments
DrussGT 1.1.4	Skilgannon	WS-GT VCS	99.70	87.77	92.74	93.41	71.54	71.51	81.64	76.57	43.10	49.21	47.69	46.67	72.05	100.0 seasons
Dookious 1.554	Voidious	WS	99,94	86,30	94,31	93,52	69,07	69,41	84,12	76,76	40,73	52,86	52,06	48,55	71,97	31 seasons
DrussGT w/ my "segments"	Skilgannon	WS-GT	99.42	87.56	90.58	92.52	65.73	73.56	78.44	76.00	33.28	41.70	41.90	38.96	68.30	41.0 seasons
Firebird 0.1	David Alves	DC WS	99.88	87.01	86.72	91.21	67.16	64.53	77.10	70.82	30.02	42.54	42.16	38.24	66.85	100.0 seasons

MC2K7 Results

Bot Name	Author	Type	HOF	SPL	GRG	Sub 1	WAY (Sub 2)	GR3	RKM	Sub 3	ASC	CC	CHK	Sub 4	Total	Comments
0057	Simonton	PF/DC	99.58	90.04	91.69	93.77	72.55	63.46	75.32	69.39	28.14	43.87	30.54	34.18	67.47	5.0 seasons
0058	Simonton	PF/DC	99.67	89.60	91.63	93.63	73.33	62.53	75.72	69.13	29.83	42.90	29.69	34.14	67.56	5.0 seasons
0059	Simonton	PF/DC	99.56	90.46	92.30	94.11	73.40	64.25	77.79	71.02	29.97	44.41	30.94	35.11	68.41	5.0 seasons
0061	Simonton	PF/DC	99.86	90.98	93.01	94.61	75.32	64.53	77.14	70.84	29.88	42.86	30.56	34.43	68.80	5.0 seasons
0062	Simonton	PF/DC	99.99	90.45	92.12	94.19	74.25	64.31	78.52	71.41	25.95	40.19	28.72	31.62	67.87	5.0 seasons
0063	Simonton	PF/DC	99.99	90.56	93.85	94.80	75.04	64.55	79.79	72.17	27.31	41.64	29.03	32.66	68.67	5.0 seasons
0064	Simonton	PF/DC	100.00	89.76	93.54	94.43	74.98	63.54	80.64	72.09	27.27	42.39	29.66	33.11	68.65	1.9 seasons
0068	Simonton	PF/DC	99.98	89.41	94.20	94.53	74.90	64.79	82.13	73.46	29.51	45.83	33.12	36.16	69.76	5.0 seasons
0069	Simonton	PF/DC	100.00	89.46	95.81	95.09	73.15	64.43	82.49	73.46	27.17	45.37	33.90	35.48	69.29	2.0 seasons
Bot Name	Author	Type	HOF	SPL	GRG	Sub 1	WAY (Sub 2)	GR3	RKM	Sub 3	ASC	CC	CHK	Sub 4	Total	Comments
DrussGT 0.3.1	Skilgannon	WS-GT	99.87	89.16	96.42	95.15	69.93	66.81	86.20	76.50	24.34	52.48	37.66	38.16	69.94	1 season
Dookious 1.554	Voidious	WS/GF	99.92	89.18	98.03	95.71	72.86	70.23	87.95	79.09	30.78	54.23	40.02	41.67	72.33	6 seasons

Versions

• 0057: 0054 + Accellerates before pointing straight at its destination.
• 0058: Add 1% noise to wave dangers. I don't have high hopes for this, but am still very interested to see the results.
• 0059: 0057 + add back gunheat surfing when there are 0 or 1 other in-flight waves, except this time doing it correctly! (hopefully) Thanks for the tips, Rednaxela!
• 0060: Surf the gunheat wave no matter how many other waves are in-flight.
• 0061: Angle-based distancing (preferred 500), based off perpendicular from the line of the last destination to center of the next wave.
• 0062: Different danger calculation that accounts for closeness taking up more "bins".
• 0063: Add distance dimension.
• 0064: Add time-since-direction-change dimension.
• 0065: Switch the time-since to the almost-equivalent (but maybe importantly different) time-since-orientation-change.
• 0066: Use only lateral velocity dimension.
• 0067: Dimensions: Lateral velocity, forward wall distance, distance, time since orientation change
• 0068: Same dimensions as 67, but pieces the cluster together from smaller clusters using every combination of segments that include lateral velocity.
• 0069: Slightly different travel angle calculation, to (hopefully) smooth out the wall approach slightly. As a side effect, lessens the retreat angle when too close to the enemy (and increases attack angle when too far away).
• 0070: Bugfix to time-since-orientation change dimension (it was only working clockwise). 0067 + smoother angles of 0069.
• 0071: Add back splicing of smaller clusters from 0069.
• 0072: Using combinations of dimensions for weighting, instead of making separate clusters for each. An idea from Rednaxela
• 0073: Throw some more dimensions at it. Now: lateral velocity, retreating velocity, distance, forward wall distance, reverse wall distance, and time since orientation change.
• 0074: Use squared Euclidian distance between scans (formerly Manhattan).
• 0075: Add a time dimension (some kind of attempt at stat decay).
• 0076: Back to Manhattan scan distance.
• 0077: Promote forward & backward wall distance to be in every combination of dimensions (along with lateral velocity and time).
• 0078: A stab at dynamic weighting of dimensions. Back to only lat. vel. and time being included in every combination of dimensions.