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Home/ Questions/Q 685127
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Editorial Team
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Editorial Team
Asked: May 14, 20262026-05-14T01:53:27+00:00 2026-05-14T01:53:27+00:00

I have an application that receives a number of datums that characterize 3 dimensional

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I have an application that receives a number of datums that characterize 3 dimensional spatial and temporal processes. It then filters these datums and creates actions which are then sent to processes that perform the actions. Rinse and repeat.

At present, I have a collection of custom filters that perform a lot of complicated spatial/temporal calculations.

Many times as I discuss my system to individuals in my company, they ask if I’m using a rules engine.

I have yet to find a rules engine that is able to reason well temporally and spatially. (Things like: When are two 3D entities ever close? Is 3D entity A ever contained in 3D region B? If entity C is near entity D but oriented backwards relative to C then perform action D.)

I have looked at Drools, Cyc, Jess in the past (say 3-4 years ago). It’s time to re-examine the state of the art. Any suggestions? Any standards that you know of that support this kind of reasoning? Any defacto standards? Any applications?

Thanks!

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  1. Editorial Team
    Editorial Team
    2026-05-14T01:53:27+00:00Added an answer on May 14, 2026 at 1:53 am

    Premise – remember that a SQL-based1 DBMS is a (quite capable) inference engine, as can be seen from these comparisons between SQL and Prolog:

    • prolog to SQL converter
    • difference between SQL and Prolog

    To address specifically your spatio-temporal applications, this book will help:

    • TEMPORAL DATA AND THE RELATIONAL MODEL – A Detailed Investigation into
      the Application of Interval and Relation Theory to the Problem of Temporal Database Management.

    That is, combining Interval and Relation Theory is possible to reasoning about spatio-temporal problems effectively (see 5.2 Applications of Intervals).

    Of course, if your SQL-based DBMS is not (yet) equipped with interval (and other) operators you will need to extend it appropriately (via store-procedures and/or User-Defined Functions – UDFs).

    Update: skimming the paper pointed out in comments by timemirror (Towards a 3D Spatial Query Language for Building Information Models) they do essentially what I touched on above:

    (last page)

    IMPLEMENTATION CONCEPTS

    The implementation of the abstract
    type system into a query language will
    be performed on the basis of the query
    language SQL, which is a widely
    established standard in the field of
    object-relational databases. The
    international standard SQL:1999
    extends the relational model to
    include object-oriented aspects, such
    as the possibility to define complex
    abstract data types with integrated
    methods.

    I do not concur with the “object-relational database” terminology (for reason off-topic here) but I think the rest is pertinent.

    Update: a quote regardind 3D and interval theory from the book cited above:

    NOTE: All of the intervals discussed
    so far can be thought of as
    one-dimensional. However, we might
    want to combine two one-dimensional
    intervals to form a twodimensional
    interval. For example, a rectangular
    plot of ground might be thought of as
    a two-dimensional interval, because it
    is, by definition, an object with
    length and width, each of which is
    basically a one-dimensional interval
    measured along some axis. And, of
    course, we can extend this idea to any
    number of dimensions
    . For example, a
    (rather simple!) building might be
    regarded as a three-dimensional
    interval: It is an object with length,
    width, and height, or in other words a
    cuboid. (More realistically, a
    building might be regarded as a set of
    several such cuboids that overlap in
    various ways.) And so on. In what
    follows, however, we will restrict our
    attention to one-dimensional intervals
    specifically, barring explicit
    statements to the contrary, and we
    will omit the “one-dimensional”
    qualifier for simplicity.

    Note

    1. I wrote SQL-based and not relational because there are ways to use such DBMSes that completely deviate from relational theory.
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