[postgis-users] Find n Nearest Neighbors for given Point using PostGIS?

Scholle mstumpp at gmail.com
Thu Feb 24 20:38:36 PST 2011


Great, didn't consider the geometry/degree difference.... I drastically
decreased the value for the third parameter of ST_DWithin function and its
sufficiently fast now...




Ben Madin-3 wrote:
> 
> Have you tried EXPLAIN to see where the slow part is?
> 
> But at a guess - consider that st_dwithin uses the geometry unit for it's
> calculations - so you are searching for everything within 300 degrees
> (more than halfway around the planet). You may want to try searching a
> smaller set of data before you sort it to find the closest five.
> 
> cheers
> 
> Ben
> 
> On 25/02/2011, at 12:04 PM, Scholle wrote:
> 
>> 
>> I am trying to solve the problem of finding the n nearest neighbors using
>> PostGIS:
>> 
>> Starting Point:
>> 
>> - Table geoname with geonames (from geonames.org) containing
>> latitude/longitude (WSG-84)
>> - Added a GeometryColumn geom with srid=4326 and datatype=POINT
>> - Filled geom with values: UPDATE geoname SET geom =
>> ST_SetSRID(ST_Point(longitude,latitude) 4326);
>> - Created GIST index for geom (CREATE INDEX geom_index ON geoname USING
>> GIST (geom);) / Clustered geom_index: CLUSTER geom_index ON geoname;)
>> - Created PRIMARY KEY UNIQUE BTREE index for geonameid
>> 
>> Problem:
>> Find n (e.g. 5) nearest neighbors for a given Point in table geoname
>> represented by id (geoname.geonameid.
>> 
>> Possible solution:
>> 
>> Inspired by
>> http://www.bostongis.com/PrinterFriendly.aspx?content_name=postgis_nearest_neighbor,
>> I tried the following query:
>> 
>> "SELECT start.asciiname, ende.asciiname, distance_sphere(start.geom,
>> ende.geom) as distance " +
>> "FROM geoname As start, geoname As ende WHERE start.geonameid = 2950159
>> AND
>> start.geonameid <> ende.geonameid " +
>> "AND ST_DWithin(start.geom, ende.geom, 300) order by distance limit 5"
>> 
>> Processing time: about 60s
>> 
>> Also tried an approach based on EXPAND:
>> 
>> "SELECT start.asciiname, ende.asciiname, distance_sphere(start.geom,
>> ende.geom) as distance " +
>> "FROM geoname As start, geoname As ende WHERE start.geonameid = 2950159
>> AND
>> start.geonameid <> ende.geonameid AND expand(start.geom, 300) &&
>> ende.geom "
>> +
>> "order by distance limit 5"
>> 
>> Processing time: about 120s
>> 
>> The intended application is some kind of autocomplete. So, any approach
>> taking longer than <1s is not applicable. Is it generally possible to
>> achieve such a response time with PostGIS? 
>> -- 
>> View this message in context:
>> http://old.nabble.com/Find-n-Nearest-Neighbors-for-given-Point-using-PostGIS--tp31010122p31010122.html
>> Sent from the PostGIS - User mailing list archive at Nabble.com.
>> 
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