### Algorithm used to produce state machines

The original Forest-Fire algorithm, accepts three parameters:

• f : a forward-burning probability,
• b : a backward-burning ratio,
• n : the number of vertices

Vertices are added iteratively. The process of adding a vertex v is as follows:

1. Choose a random ambassador node w and form an edge vw.
2. Generate two random numbers x and y that are geometrically distributed with means f / (1 – f) and fb / (1 – fb). Node v selects x in-edges and y out-edges of w to nodes that are not yet visited. If there are not enough nodes available, it selects as many as it can.
3. Node v forms out-edges to the end-points of the selected edges from and to w and applies step (2) recursively for each of those nodes. As the process continues, nodes cannot be revisited.

• a : an upper limit on the size of the alphabet.
• l : the probability that a state loops to itself (which cannot occur in the straightforward Forest-fire algorithm)
• p : the probability of parallel edge labels (which also cannot occur in the conventional algorithm).

Moreover, the following rules have been added:

1. Every time a state is added, it has a 50% chance of being an accepting or rejecting state.
2. To ensure that each state is reachable, every time a state is added, instead of connecting an edge from the new state to an ambassador state, the reverse edge is added (from the ambassador to the new state).
3. Every time a new edge is added, it is labelled with an element from the alphabet. The possible alphabet choices are curtailed to ensure that a selected element will not cause the machine to be non-deterministic. If it is impossible to select an element that will produce a deterministic machine, the edge is not added.

At the end of the process, the machine is checked for equivalent states, and these are merged. The number of states n was chosen to produce machines that have about 50 states (though this can vary slightly due to the minimisation process).

For the final competition machines, the following parameters were chosen:

• a = {2,5,10,20,50} (see table above)
• n = varied according to alphabet size – chosen to ensure that size of machines is about 50 states after minimization.
• f = 0.31
• b = 0.385
• l = 0.2
• p = 0.2