TGP review

From: Sumit Sanghai (sanghai_at_cs.washington.edu)
Date: Tue May 27 2003 - 10:42:59 PDT

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    Temporal Planning with Mutual Exclusion Reasoning
    -- D. Smith and D. Weld

    Summary : The paper extends graphplan to do temporal planning.

    An important contribution of the paper is the fact that
    propositions are monotonically increasing and mutexes are monotonically
    decreasing in a graphplan. This can be exploited to give a much compact
    representation of the graphPlan (which uses only 2 sets of nodes :
    propositions and actions along with numbers which indicate when they
    can become true). This can be extended to the temporal domain quite
    easily.

    Another important idea is the concept of conditional and eternal mutex.
    Eternal mutex are mutexes that are true between pairs at any point in time
    whereas conditional mutexes are true only for a given time period. The
    paper also introduces action proposition mutexes which are required in the
    temporal domain for a better analysis. These mtexes can be efficiently
    built using an incremental update.

    The paper then presents a solution extraction technique which is similar
    to grpahplan except for a time domain.

    One of the problems is the fact that conditional mutexes can get
    arbitrarily complex. Thus, they have to be approximated which is done
    using the concept of asymmetry. This though can lead to a loss of
    information.
     
    Some of the future work can be to explore metric constraints and
    continuous change problems and extending TGP to handle them. SOme others
    are already present in the paper such as extending to handle "trigger"
    preconditions/temporary effects etc. A further future work could be to
    compare time taken to build the exact cmutex vs tme taken to extract. If
    one builds the exact cmutexes it will take a large time, but it will
    reduce the time for solution extraction because of better information.


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