by Max Power on April 15th, 2006

Max Power

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What is fuzzy logic?

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  • by tiffytiff on April 16th, 2006

    tiffytiff

    Fuzzy logic is derived from fuzzy set theory dealing with reasoning that is approximate rather than precisely deduced from classical predicate logic.

    Degrees of truth are often confused with probabilities. However, they are conceptually distinct; fuzzy truth represents membership in vaguely defined sets, not likelihood of some event or condition.

    To illustrate the difference, consider this scenario:

    Bob is in a house with two adjacent rooms: the kitchen and the dining room. In many cases, Bob's status within the set of things "in the kitchen" is completely plain: he's either "in the kitchen" or "not in the kitchen". What about when Bob stands in the doorway? He may be considered "partially in the kitchen". Quantifying this partial state yields a fuzzy set membership. With only his little toe in the dining room, we might say Bob is 99% "in the kitchen" and 1% "in the dining room", for instance. No event (like a coin toss) will resolve Bob to being completely "in the kitchen" or "not in the kitchen", as long as he's standing in that doorway. Fuzzy sets are based on vague definitions of sets, not randomness.

    In Computer Programming, fuzzy logic allows for set membership values between and including 0 and 1, shades of gray as well as black and white, and in its linguistic form, imprecise concepts like "slightly", "quite" and "very". Specifically, it allows partial membership in a set. It is related to fuzzy sets and possibility theory. It was introduced in 1965 by Prof. Lotfi Zadeh at the University of California, Berkeley.

    Fuzzy logic is controversial despite wide acceptance: it is rejected by some control engineers for validation and other reasons, and by some statisticians who hold that probability is the only rigorous mathematical description of uncertainty. Critics also argue that it cannot be a superset of ordinary set theory since membership functions are defined in terms of conventional sets.

    Remember, fuzzy logic is NOT the same as "imprecise logic".
    Fuzzy logic is not any less precise than any other form of logic: it is an organized and mathematical method of handling inherently imprecise concepts.

    For example, an extremely simple temperature regulator that uses a fan might look like this:

    IF temperature IS very cold THEN stop fan
    IF temperature IS cold THEN turn down fan
    IF temperature IS normal THEN maintain level
    IF temperature IS hot THEN speed up fan

    Notice there is no "ELSE". All of the rules are evaluated, because the temperature might be "cold" and "normal" at the same time to differing degrees. They will still be one of these temperatures; it’s just that the temperatures are defined more than just "hot" or "cold".

    I hope this helps. Some of this can be found at www.wikipedia.com and other parts I have added or clarified to make it easier to understand.

    --Tiff

    Comments
    • Hmmm, very good. So, it doesn't have to do with drinking lots of alcohol?

      Max Power

      by Max Power on April 16th, 2006

    • Is fuzzy logic still so controversial? Good answer, anyway, though I wish you had said more on incomplete set membership.

      lynnenorth

      by lynnenorth on April 17th, 2006

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