Mutant Gangland is a fast, neat and simple turn-based-strategy game where mutants fight robots . Build units, Conquer buildings and use them to Fund your army. Battles are short but the game packs 50 quick battles and a level editor to design your own maps.

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Improvements to the AI. In this news post I showcase version 9 of the AI (dubbed Irene).

Posted by BacioiuC on Oct 19th, 2013


Until now I only worried about getting the AI to move the units across the map and accomplish each units goal. One thing I notice from play tests, and from other people's feedback, is that it's easy to kinda rush the AI with a bunch of units early on and catch them of guard. Previously Harrold (previous AI) created his units pseudo-random, based on a few tables (or arrays) for predetermined situations. Here's an example:

lua code:
self._dispositionList[1] = { SCOUT, SCOUT, RIFLE }
 self._dispositionList[2] = { SCOUT, RIFLE }
 self._dispositionList[3] = { CHAINSAW, RIFLE }
 self._dispositionList[4] = { SCOUT, ROKKIT}
 self._dispositionList[5] = { CHAINSAW, ROKKIT }
 self._dispositionList[6] = { SCOUT, RIFLE, SCOUT }
 self._dispositionList[7] = {RIFLE, RIFLE, RIFLE}

 if bool == true t-- so, defensive mode
 if threat == 1 then
 building:createUnits(unit:_returnTurn(), self._dispositionList[7])
 building:createUnits(unit:_returnTurn(), self._dispositionList[6])
 local rnd = math.random(2, 5)
 building:createUnits(unit:_returnTurn(), self._dispositionList[rnd])

In the early turns (first 3) he would create units based on the first few tables, first turn focusing on getting some scouts out and a Rifle unit. The second turn another scout and a Rifle, and so on. Mid game he would just create units at random from tables 2 to 5 and, if under threat, he would go all out and spawn units from table 6 and 7. In order to detect what situation he was in, Harrold would perform a check at the start of his turn to see if a enemy unit is in range of assaulting one of his buildings. That check would return true and a threat value. If a Battle Unit was nearby one of his houses or temples, the threat value would be 0 (since Battle Units cannot conquer) but if a Assault Unit would wander in range of his temples Harrold would spawn Rifles or Rokkits at all of his temples and send them off to engage it. With Irene I hope on fixing two big problems that severely hindered Harrold:

  1. Players can game him to spawn rifle units again and again till he would run out of money. Since the AI would send his Battle Units against assaults, the player could just keep 1 scout near a temple and move him around to get the AI to chase him, while getting a few other units to occupy the now undefended temples.
  2. Harrold treated all temples as a group and would create units based on a threat to one temple.

In order to solve this issue I decided to add another component to the AI (besides the Tactical One) and it works a little bit like this:

  1. At the start of the turn, make a list of all owned temples.
  2. Loop through each building in the list and check to see if any enemy units are in range.
  3. If there's a battle unit in range, leave it to the Tactical Component to decide what to do with it.
  4. If an assault unit (that can conquer the building) is within range, score that unit.
  5. Spawn a unit with a bigger score than the enemy unit. Our unit must have the lowest monetary value (we don't want the AI to spend all it's resources on creating Rokkits in order to defeat a enemy with 4 HP).
  6. If there are no threats in range, then check the ratio of assault and battle units. (example: If no assault units are on the field, or are less then the minimum desired amount, then create an assault unit and hand him over to the tactical component. The same can be said about Battle Units.
  7. Move to the next temple on the list.

With this new behavior in place I decided to pit Irene (PINK) against Harrold (BLUE) on a map I previously designed and, to my surprise, Irene did not only beat Harrold, but she did it in 2 minutes and had 60% of the map covered in units. Here's a video I have recorded of Irene dominating the battlefield:

Truth be told I was expecting Irene to win the battle but not by so much. Having a better control over unit creation indeed balanced the game towards her side. The rule by witch she spawns unit takes in factors such as:

  • earlyFactor: How many turns have passed. Spawning of assault units is severely influenced by this, as we want to capture as many buildings as possible in the early game
  • unitFactor: The ratio between how many units of one class we want / how many units of said class we have
  • unitScore: The score of the unit we want to create (based on it's HP, Mobility and Damage)
  • the cost of the unit: How much money does that unit cost.

In order to create the units, I loop through a table containing all the units that are available for that team and score them based on the factors above. The rule I currently use (and made for Irene) is:

equationToDecide = earlyFactor + unitScore * unitFactor * (self._player[team].coins - unitCost)

One thing that's a tad messed up in Irene at this point is the tendency to not create Rokkiter's. Currently, the price for a Rifle unit is 40 coins, while a Rokkit costs 120. Scoring the unit would return a score of 60 points for a Rifle and 140 for a Rokkit. From her point of view, it's better to create 3 Rifle units rather then one Rokkiter. Hopefully by changing a few weights (pointsPerHP, pointsPerMobility, pointsPerDamage) I can fine tune her behavior a bit and get her to make even better decisions.

That's it for this article. Next thing I want to handle on the AI side is to get Irene to use Rokkit's properly and in a strategic fashion (since it's a range/artillery unit). Thanks for reading and if you have any questions or suggestions, be sure to post them.

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