Difference between revisions of "ScalarR"

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m (Minor update)
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* Tune gun / movement with more computation power.  
 
* Tune gun / movement with more computation power.  
 
* Rework energy management, probably trying something [[wikipedia:Reinforcement Learning|RL]].  
 
* Rework energy management, probably trying something [[wikipedia:Reinforcement Learning|RL]].  
 +
 +
; Does it have any [[White Whale]]s?
 +
 +
[[BeepBoop]] perhaps, driving me to think about bigger improvements.
  
 
; What other robot(s) is it based on?
 
; What other robot(s) is it based on?

Revision as of 15:21, 26 January 2022

Sub-pages:
Version History - Some Ideas
ScalarR
Author(s) Xor
Extends AdvancedRobot
Targeting GuessFactor Targeting
Movement Wave Surfing

Information on this page may get outdated. For recent activities, see Version History.

Background Information

What's special about it?

It's a melee bot, and shares same surfing algorithms in 1v1. More details described in ScalarR/General Surfing Framework.

How competitive is it?

No.1 in melee (February 12, 2019)

No.2 in 1v1 (No.1 on June 28, 2021)

Strategy

How does it move?

True Surfing in melee and 1v1, with different surfing paths generated. Danger computation considers Bullet Shadow, KNN and a simulation of simple guns (to encounter its weakness agains weak bots ;).

How does it fire?

KNN/Play It Forward in melee, KNN/GuessFactor Targeting in 1v1. Energy Management is quite conservative that optimizes survival as main goal. The weights of 1v1 main KNN gun is tuned with Genetic Algorithms inspired by Skilgannon, by directly optimizing hit rate. The 1v1 anti-surfing gun is not tuned yet.

What does it save between rounds and matches?

Everything between rounds, nothing between matches.

Additional Information

Where did you get the name?

Scalar from Scalar Replacement, an optimization technique used in JVM to reduce GC pressure. Letter R is coined.

What's next for your robot?
  • GoTo Surfing looks promising, but requires different danger estimation than True Surfing.
  • Tune gun / movement with more computation power.
  • Rework energy management, probably trying something RL.
Does it have any White Whales?

BeepBoop perhaps, driving me to think about bigger improvements.

What other robot(s) is it based on?

Directly and indirectly influenced by everything mentioned on this wiki.