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Revision as of 13:33, 26 October 2007

Finite State Machine View on the System

Fig. 1: Graph representing the finite state machine.

The proposed system is best described by a Mealy machine, a special type of finite state machines (FSM). Mealy machines are defined by a 6-tuple, (Q, q₀, Σ, Λ, δ, Ω), with:

• Q - a set of states, for the proposed system we use three different states (q₀ - not yet trained, q₁ - trained to recognize chemical A, q₂ - trained to recognize chemical B)
• q₀ - a start state, here we assume we start in a state where the system is not yet trained
• Σ = {A+L, A, B+L, B} - an input alphabet
• Λ = {green, red, blue, yellow} - an output alphabet
• δ : Q × Σ → Q - a state transition function
• Ω : Q × Σ → Λ - an output function

In detail, the transition function δ and the output function Ω look as follows:

The resulting automaton is shown in Fig. 1.
In its native state (q₀), the system reacts on the presence of either chemical A or B by fluorescing cyan or yellow, respectively. The system itself remains in state q₀. Only when the input chemical is combined with a learning signal (chemical L), it changes its state either to q₁ (in presence of chemical A) or q₂ (in presence of chemical B). In these two states, the system is able to distinguish between changing input: while the system is in state q₁, the system starts fluorescing red if confronted with chemical B and vice versa when the system is in state q₂ and confronted with chemical A (it fluoresces green). In order to maintain the states q₁ and q₂, the learning signal L has to be present all the time.