-- tg_pair DROP TYPE IF EXISTS tg_pair CASCADE; CREATE TYPE tg_pair AS ( -- timestamp-geometry pair type t timestamp, g geometry ); --trajectory DROP TYPE IF EXISTS trajectory CASCADE; CREATE TYPE trajectory AS ( s_time TIMESTAMP, e_time TIMESTAMP, geom_type TEXT, bbox GEOMETRY, sampling_interval INTERVAL, tr_data tg_pair[]); -- _trajectory DROP FUNCTION IF EXISTS _trajectory(tg_pair[]) CASCADE; CREATE OR REPLACE FUNCTION _trajectory(tg_pair[]) RETURNS trajectory AS $BODY$ DECLARE t trajectory; BEGIN t.geom_type = tg_type($1); IF t.geom_type = 'Invalid' THEN RAISE EXCEPTION 'Mixed geometry type is not allowed'; --RETURN t; END IF; t.bbox = tg_mbr($1); t.e_time = tg_end_time($1); t.s_time = tg_start_time($1); t.tr_data = array_sort($1); IF array_length($1, 1) > 1 THEN t.sampling_interval = (t.e_time - t.s_time) / (array_length($1, 1) - 1); ELSE t.sampling_interval = INTERVAL '-1 seconds'; END IF; RETURN t; END $BODY$ LANGUAGE 'plpgsql'; --_trajectory_2 DROP FUNCTION IF EXISTS _trajectory_2(tg_pair[]) CASCADE; CREATE OR REPLACE FUNCTION _trajectory_2(tg_pair[]) RETURNS VOID AS $BODY$ DECLARE geom_type TEXT; s_time TIMESTAMP; e_time TIMESTAMP; tr_data tg_pair[]; sampling_interval INTERVAL; bbox GEOMETRY; BEGIN geom_type = tg_type($1); IF geom_type = 'Invalid'THEN RAISE EXCEPTION 'Mixed geometry type is not allowed'; --RETURN t; END IF; bbox = tg_mbr($1); e_time = tg_end_time($1); s_time = tg_start_time($1); tr_data = array_sort($1); --sampling_interval = INTERVAL '-1 seconds'; --get_sampling_interval(t); --RAISE NOTICE '%', tableName; sampling_interval = (e_time - s_time) / (array_length($1, 1) - 1); --INTERVAL '-1 seconds'; --get_sampling_interval(t); INSERT INTO trajectory_table (s_time,e_time,geom_type,bbox,sampling_interval,tr_data) VALUES (s_time, e_time, geom_type, bbox, sampling_interval, tr_data); END $BODY$ LANGUAGE 'plpgsql'; --t_add_head DROP FUNCTION IF EXISTS t_add_head( tg_pair, trajectory ); CREATE OR REPLACE FUNCTION t_add_head(tgp tg_pair, tr trajectory) RETURNS trajectory AS $BODY$ DECLARE j INTEGER; len INTEGER; new_tr_data tg_pair[] := '{}'; BEGIN new_tr_data[1] = tgp; len = ARRAY_LENGTH(tr.tr_data, 1); --don't add at head if time of tg pair is after the first tg pair of trajectory IF tgp.t > tr.tr_data[1].t THEN RAISE EXCEPTION 'New tg pair must precede the first tg pair'; END IF; --check whether same geometry IF tr.geom_type <> getTrajectoryType(new_tr_data) THEN RAISE EXCEPTION 'Different type of geometry can not be added at head'; END IF; --If sampling interval of input trajectory = -1, that means that trajectory has only 1 tg pair. We can add our new tg pair in the head. --Sampling interval of the input trajectory must be equal to the timestamp differene of new tg pair and 1st tg pair of tr_data IF tr.sampling_interval <> INTERVAL '-1 seconds' AND tr.sampling_interval <> (tr.tr_data[1].t - new_tr_data[1].t) THEN RAISE EXCEPTION 'Sampling interval of the input trajectory must be equal to the timestamp differene of new tg pair and 1st tg pair of the input trajectory'; END IF; FOR j in 2..len+1 LOOP new_tr_data[j] = tr.tr_data[j-1]; END LOOP; RETURN _trajectory(new_tr_data); END $BODY$ LANGUAGE 'plpgsql'; -- t_drop_tail DROP FUNCTION IF EXISTS t_drop_tail( trajectory ); CREATE OR REPLACE FUNCTION t_drop_tail(tr trajectory) RETURNS trajectory AS $BODY$ DECLARE j INT; len INT; new_tr_data tg_pair[] := '{}'; BEGIN len = ARRAY_LENGTH(tr.tr_data, 1); IF len <= 1 THEN RETURN _trajectory(new_tr_data); END IF; FOR j IN 1..len-1 LOOP new_tr_data[j] = tr.tr_data[j]; END LOOP; RETURN _trajectory(new_tr_data); END $BODY$ LANGUAGE 'plpgsql'; -- t_add_tail DROP FUNCTION IF EXISTS t_add_tail( tg_pair, trajectory ); CREATE OR REPLACE FUNCTION t_add_tail(tgp tg_pair, tr trajectory) RETURNS trajectory AS $BODY$ DECLARE j INTEGER; len INTEGER; temp_tr_data tg_pair[] := '{}'; BEGIN len = ARRAY_LENGTH(tr.tr_data, 1); --check if new tg pair appears before the last tg pair IF tgp.t < tr.tr_data[len].t THEN RAISE EXCEPTION 'New tg pair must follow the last tg pair'; END IF; temp_tr_data[1] = tgp; --check whether same geometry IF tr.geom_type <> getTrajectoryType(temp_tr_data) THEN RAISE EXCEPTION 'Different type of geometry can not be added at head'; END IF; --If sampling interval of input trajectory = -1, that means that trajectory has only 1 tg pair. We can add our new tg pair in the head. --Sampling interval of the input trajectory must be equal to the timestamp differene of new tg pair and 1st tg pair of tr_data IF tr.sampling_interval <> INTERVAL '-1 seconds' AND tr.sampling_interval <> (tgp.t - tr.tr_data[len].t) THEN RAISE EXCEPTION 'Sampling interval of the input trajectory must be equal to the timestamp difference of last tg pair of the input trajectory and the new tg pair'; END IF; tr.tr_data[len+1] = tgp; RETURN _trajectory(tr.tr_data); END $BODY$ LANGUAGE 'plpgsql'; --t_drop_head DROP FUNCTION IF EXISTS t_drop_head( trajectory ); CREATE OR REPLACE FUNCTION t_drop_head(tr trajectory) RETURNS trajectory AS $BODY$ DECLARE new_tr_data tg_pair[] := '{}'; newIndex int; tg tg_pair; isFirst BOOL; BEGIN newIndex = 1; if coalesce(array_length((tr.tr_data), 1), 0) <= 1 THEN RETURN _trajectory(new_tr_data); END IF; isFirst = true; FOREACH tg IN ARRAY tr.tr_data LOOP IF NOT isFirst THEN --new_tr_data := array_append(new_tr_data, tg); new_tr_data[newIndex] = tg; newIndex = newIndex + 1; END IF; isFirst = false; END LOOP; RETURN _trajectory(new_tr_data); END $BODY$ LANGUAGE 'plpgsql';DROP FUNCTION IF EXISTS t_update_geom_at( timestamp WITH TIME ZONE, GEOMETRY, trajectory ); CREATE OR REPLACE FUNCTION t_update_geom_at(ti timestamp WITH TIME ZONE, ge GEOMETRY, tr trajectory) RETURNS trajectory AS $BODY$ DECLARE j INTEGER; flag BOOLEAN; len INTEGER; temp_tgp tg_pair; temp_tr_data tg_pair[] := '{}'; BEGIN --temp_tr_data[1].t = ti; --temp_tr_data[1].g =ge; temp_tgp.t = ti; temp_tgp.g = ge; temp_tr_data[1] = temp_tgp; --check whether same geometry IF tr.geom_type <> getTrajectoryType(temp_tr_data) THEN RAISE EXCEPTION 'Different type of geometry is not allowed'; END IF; len = ARRAY_LENGTH(tr.tr_data, 1); flag = FALSE; FOR j IN 1..len LOOP IF tr.tr_data[j].t = ti THEN tr.tr_data[j] = temp_tgp; flag = TRUE; EXIT; END IF; END LOOP; IF flag = FALSE THEN RAISE EXCEPTION 'Valid Timestamp must be given for modifying trajectory'; END IF; RETURN _trajectory(tr.tr_data); END $BODY$ LANGUAGE 'plpgsql'; DROP FUNCTION IF EXISTS tg_edit_distance_recursive( trajectory, trajectory, NUMERIC, BOOL ); CREATE OR REPLACE FUNCTION tg_edit_distance_recursive(tr1 trajectory, tr2 trajectory, e NUMERIC, zNormilized BOOL) RETURNS FLOAT AS $BODY$ DECLARE BEGIN IF tr1.geom_type != tr2.geom_type THEN RETURN -1; END IF; if zNormilized THEN --Add z Normilized version here RETURN edit_distance_helper(tr1, tr2, e); END IF; RETURN edit_distance_helper(tr1, tr2, e); END $BODY$ LANGUAGE 'plpgsql'; -- edit_distance_helper DROP FUNCTION IF EXISTS edit_distance_helper( trajectory, trajectory, NUMERIC ); CREATE OR REPLACE FUNCTION edit_distance_helper(tr1 trajectory, tr2 trajectory, e NUMERIC) RETURNS FLOAT AS $BODY$ DECLARE geom1 GEOMETRY; geom2 GEOMETRY; distance FLOAT; subcost INT; tgp1 tg_pair; m INT; n INT; BEGIN m := findTimeLength(tr1); n := findTimeLength(tr2); IF m = 0 THEN RETURN n; END IF; IF n = 0 THEN RETURN m; END IF; geom1 = (head(tr1.tr_data)).g; geom2 = (head(tr2.tr_data)).g; --RAISE NOTICE 'distance %', distance; subcost = 1; if tg_ed_match(geom1, geom2, e) THEN subcost = 0; END IF; RETURN LEAST(LEAST(edit_distance_helper(drop_head(tr1),drop_head(tr2), e) + subcost, edit_distance_helper(drop_head(tr1),tr2, e) + 1), edit_distance_helper(tr1,drop_head(tr2), e) + 1); END $BODY$ LANGUAGE 'plpgsql'; -- t_edit_distance --SELECT tg_edit_distance(t1.tr, t2.tr, '1'::NUMERIC, TRUE), (t1.tr).geom_type, (t2.tr).geom_type from trajectory_table t1, trajectory_table t2 LIMIT 1; --select findtimelength(t1.tr) from trajectory_table t1; DROP FUNCTION IF EXISTS t_edit_distance( trajectory, trajectory, NUMERIC ); CREATE OR REPLACE FUNCTION t_edit_distance(tr1 trajectory, tr2 trajectory, e NUMERIC) RETURNS FLOAT AS $BODY$ DECLARE D int[][]; v int; m INT; n INT; geom1 GEOMETRY; geom2 GEOMETRY; subcost INT; te TEXT; BEGIN IF tr1.geom_type != tr2.geom_type THEN RETURN -1; END IF; m := t_length(tr1); n := t_length(tr2); --RAISE NOTICE 'i: %', m; D := array_fill(0, ARRAY[m, n]); FOR i IN 2..m LOOP D[i][1] := n; END LOOP; FOR j IN 2..n LOOP D[1][j] := m; END LOOP; FOR i IN 2..m LOOP FOR j IN 2..n LOOP geom1 = (tr1.tr_data)[i].g; geom2 = (tr2.tr_data)[j].g; subcost = 1; if edit_match(geom1, geom2, e) THEN subcost = 0; END IF; D[i][j] := LEAST(LEAST(D[i-1][j-1] + subcost, D[i-1][j] + 1), D[i][j-1] + 1); --RAISE NOTICE 'i: %, j: %, D %', i, j, D[i][j]; END LOOP; END LOOP; --FOR i IN 1..m LOOP --te := ''; --FOR j IN 1..n LOOP -- te := te || ' ' || d[i][j]; --END LOOP; --RAISE NOTICE '%', te; --END LOOP; RETURN D[m][n]; END $BODY$ LANGUAGE 'plpgsql'; -- edit_polygon_distance DROP FUNCTION IF EXISTS edit_polygon_distance( GEOMETRY, GEOMETRY ); CREATE OR REPLACE FUNCTION edit_polygon_distance(g1 GEOMETRY, g2 GEOMETRY) RETURNS FLOAT AS $BODY$ DECLARE area_of_convexhull FLOAT; area_of_union FLOAT; convex_hull geometry; BEGIN g1 := st_convexhull(g1); g2 := st_convexhull(g2); area_of_union := st_area(st_union(g1, g2)); convex_hull := st_collect(g1, convex_hull); convex_hull := st_collect(g2, convex_hull); area_of_convexhull := st_area(st_convexhull(convex_hull)); --RAISE NOTICE 'union: % convex: %', area_of_union, area_of_convexhull; RETURN (1 - (area_of_union/area_of_convexhull)); END $BODY$ LANGUAGE 'plpgsql'; -- edit_match DROP FUNCTION IF EXISTS edit_match( GEOMETRY, GEOMETRY, NUMERIC ); CREATE OR REPLACE FUNCTION edit_match(g1 GEOMETRY, g2 GEOMETRY, e NUMERIC) RETURNS BOOL AS $BODY$ DECLARE BEGIN IF ST_GeometryType(g1) = 'ST_Point' THEN IF edit_point_distance(g1, g2) < e THEN RETURN TRUE; ELSE RETURN FALSE; END IF; ELSE IF edit_polygon_distance(g1, g2) < e THEN RETURN TRUE; ELSE RETURN FALSE; END IF; END IF; RETURN FALSE; END $BODY$ LANGUAGE 'plpgsql'; -- edit_point_distance DROP FUNCTION IF EXISTS edit_point_distance( GEOMETRY, GEOMETRY ); CREATE OR REPLACE FUNCTION edit_point_distance(p1 GEOMETRY, p2 GEOMETRY) RETURNS FLOAT AS $BODY$ DECLARE x1 FLOAT; x2 FLOAT; y1 FLOAT; y2 FLOAT; BEGIN x1 = ST_X(p1); x2 = ST_X(p2); y1 = ST_Y(p1); y2 = ST_Y(p2); RETURN |/((x1 - x2)^2.0 + (y1 - y2)^2.0); END $BODY$ LANGUAGE 'plpgsql'; -- zNormalize DROP FUNCTION IF EXISTS zNormalize(tg_pair[], INTEGER, INTEGER); CREATE OR REPLACE FUNCTION zNormalize(tr_data tg_pair[], beginIndex INTEGER, endIndex INTEGER) RETURNS Geometry[] AS $BODY$ DECLARE j INTEGER; count_of_geoms INTEGER; sum_of_vals_x FLOAT; sum_of_vals_y FLOAT; x_vals FLOAT[]; y_vals FLOAT[]; mean_x FLOAT; mean_y FLOAT; variance_x FLOAT; variance_y FLOAT; sd_x FLOAT; sd_y FLOAT; z_x FLOAT; z_y FLOAT; temp_tr_geom Geometry; new_point Geometry; z_normalized_geom_array Geometry[]; BEGIN --read values count_of_geoms = 0; FOR j IN beginIndex..endIndex LOOP count_of_geoms = count_of_geoms + 1; temp_tr_geom = tr_data[j].g; x_vals[count_of_geoms] = ST_X(temp_tr_geom); y_vals[count_of_geoms] = ST_Y(temp_tr_geom); --RAISE NOTICE 'x % -->',count_of_geoms; --RAISE NOTICE '%', x_vals[count_of_geoms]; --RAISE NOTICE 'y % -->',count_of_geoms; --RAISE NOTICE '%', y_vals[count_of_geoms]; END LOOP; --get mean_x and mean_y sum_of_vals_x = 0; sum_of_vals_y = 0; FOR j IN 1..count_of_geoms LOOP sum_of_vals_x = sum_of_vals_x + x_vals[j]; sum_of_vals_y = sum_of_vals_y + y_vals[j]; END LOOP; mean_x = sum_of_vals_x/count_of_geoms; mean_y = sum_of_vals_y/count_of_geoms; --RAISE NOTICE 'mean_x: %', mean_x; --RAISE NOTICE 'mean_y: %', mean_y; --get sd_x and sd_y sum_of_vals_x = 0; sum_of_vals_y = 0; FOR j IN 1..count_of_geoms LOOP sum_of_vals_x = sum_of_vals_x + (x_vals[j] - mean_x)^2.0; sum_of_vals_y = sum_of_vals_y + (y_vals[j] - mean_y)^2.0; END LOOP; variance_x = sum_of_vals_x/count_of_geoms; variance_y = sum_of_vals_y/count_of_geoms; sd_x = |/variance_x; sd_y = |/variance_y; --RAISE NOTICE 'sd_x: %', sd_x; --RAISE NOTICE 'sd_y: %', sd_y; --z normalize FOR j IN 1..count_of_geoms LOOP z_x = (x_vals[j] - mean_x)/sd_x; z_y = (y_vals[j] - mean_y)/sd_y; new_point = ST_MakePoint(z_x::double precision, z_y::double precision); z_normalized_geom_array[j] = new_point; --RAISE NOTICE ' zx --> %', ST_X(z_nomalized_geom_array[j]); --RAISE NOTICE ' zy --> %', ST_Y(z_nomalized_geom_array[j]); END LOOP; -- intensional mistake --RAISE NOTICE '%',ST_AsText(z_normalized_geom_array[j]); RETURN z_normalized_geom_array; END $BODY$ LANGUAGE 'plpgsql' ; -- t_euclidean_distance DROP FUNCTION IF EXISTS t_euclidean_distance(trajectory, trajectory); CREATE OR REPLACE FUNCTION t_euclidean_distance(tr1 trajectory, tr2 trajectory) RETURNS FLOAT AS $BODY$ DECLARE len1 INTEGER; len2 INTEGER; z1 Geometry[]; z2 Geometry[]; j INTEGER; k INTEGER; sum_distance FLOAT; point_1 Geometry; point_2 Geometry; point_1_x FLOAT; point_1_y FLOAT; point_2_x FLOAT; point_2_y FLOAT; sliding_boundary INTEGER; Euclidean_distance FLOAT; zQ Geometry[]; zS Geometry[]; min_ED FLOAT; temp_tgp tg_pair; BEGIN IF tr1.geom_type = 'Point' AND tr2.geom_type = 'Point' THEN len1 = findTimeLength(tr1); len2 = findTimeLength(tr2); IF len1 = len2 THEN --no sliding required; both trajectory need to be z normalized in full length z1 = zNormalize(tr1.tr_data, 1, len1); z2 = zNormalize(tr2.tr_data, 1, len2); sum_distance = 0; FOR j IN 1..len1 LOOP --read both points from z1 and z2 point_1 = z1[j]; point_1_x = ST_X(point_1); point_1_y = ST_Y(point_1); point_2 = z2[j]; point_2_x = ST_X(point_2); point_2_y = ST_Y(point_2); sum_distance = sum_distance + (point_1_x - point_2_x)^2.0 + (point_1_y - point_2_y)^2.0; END LOOP; Euclidean_distance = |/sum_distance; RETURN Euclidean_distance; ELSIF len1 < len2 THEN --tr1 is the query and tr2 is the series. We have to slide tr1 along tr2. Get EDs at each setting. Finally get the minimum ED. zQ = zNormalize(tr1.tr_data, 1, len1); min_ED = 1000000; -- infinity sliding_boundary = len2 - len1 + 1; FOR j IN 1..sliding_boundary LOOP zS = zNormalize(tr2.tr_data, j, j+len1-1); sum_distance = 0; FOR k IN 1..len1 LOOP point_1 = zQ[k]; point_1_x = ST_X(point_1); point_1_y = ST_Y(point_1); point_2 = zS[k]; point_2_x = ST_X(point_2); point_2_y = ST_Y(point_2); sum_distance = sum_distance + (point_1_x - point_2_x)^2.0 + (point_1_y - point_2_y)^2.0; END LOOP; Euclidean_distance = |/sum_distance; --RAISE NOTICE 'current --> %', Euclidean_distance; --PERFORM pg_sleep(5); IF Euclidean_distance < min_ED THEN min_ED = Euclidean_distance; END IF; END LOOP; RETURN min_ED; ELSIF len2 < len1 THEN --tr2 is the query and tr1 is the series. We have to slide tr2 along tr1. Get EDs at each setting. Finally get the minimum ED. zQ = zNormalize(tr2.tr_data, 1, len2); min_ED = 1000000; -- infinity sliding_boundary = len1 - len2 + 1; FOR j IN 1..sliding_boundary LOOP zS = zNormalize(tr1.tr_data, j, j+len2-1); sum_distance = 0; FOR k IN 1..len2 LOOP point_1 = zQ[k]; point_1_x = ST_X(point_1); point_1_y = ST_Y(point_1); point_2 = zS[k]; point_2_x = ST_X(point_2); point_2_y = ST_Y(point_2); sum_distance = sum_distance + (point_1_x - point_2_x)^2.0 + (point_1_y - point_2_y)^2.0; END LOOP; Euclidean_distance = |/sum_distance; --RAISE NOTICE 'current --> %', Euclidean_distance; --PERFORM pg_sleep(5); IF Euclidean_distance < min_ED THEN min_ED = Euclidean_distance; END IF; END LOOP; RETURN min_ED; END IF; --len compare ELSIF tr1.geom_type = 'Polygon' AND tr2.geom_type = 'Polygon' THEN --Transforming both region trajectories into point trajectories by taking centroid of each polygon len1 = ARRAY_LENGTH(tr1.tr_data, 1); FOR j IN 1..len1 LOOP temp_tgp.t = tr1.tr_data[j].t; temp_tgp.g = ST_Centroid(tr1.tr_data[j].g); tr1.tr_data[j] = temp_tgp; END LOOP; tr1 = _trajectory(tr1.tr_data); len2 = ARRAY_LENGTH(tr2.tr_data, 1); FOR j IN 1..len2 LOOP temp_tgp.t = tr2.tr_data[j].t; temp_tgp.g = ST_Centroid(tr2.tr_data[j].g); tr2.tr_data[j] = temp_tgp; END LOOP; tr2 = _trajectory(tr2.tr_data); RETURN EuclideanDistance(tr1, tr2); ELSE RAISE EXCEPTION 'Both trajectories must be of same type'; END IF; END $BODY$ LANGUAGE 'plpgsql'; -- t_record_at_interpolated DROP FUNCTION IF EXISTS t_record_at_interpolated( trajectory, TIMESTAMP); CREATE OR REPLACE FUNCTION t_record_at_interpolated(tr trajectory, t TIMESTAMP) RETURNS GEOMETRY AS $BODY$ DECLARE tgp tg_pair; geom1 GEOMETRY; geom2 GEOMETRY; BEGIN if tr.s_time < t AND tr.e_time > t THEN RETURN -1; END IF; FOREACH tgp IN ARRAY tr.tr_data LOOP IF tgp.t < t THEN geom2 := tgp.t; RETURN st_interpolatepoint(st_makeline(geom1, geom2), 0.5); END IF; geom1 := tgp.g; END LOOP; RETURN NULL; END $BODY$ LANGUAGE 'plpgsql'; -- t_m_distance DROP FUNCTION IF EXISTS t_m_distance( trajectory, trajectory); CREATE OR REPLACE FUNCTION t_m_distance(tr1 trajectory, tr2 trajectory) RETURNS FLOAT[] AS $BODY$ DECLARE result FLOAT[] = '{}'; g GEOMETRY; tgp tg_pair; BEGIN IF tr1.geom_type != st_geometrytype(st_makepoint(0,0)) OR tr2.geom_type != st_geometrytype(st_makepoint(0,0)) THEN RETURN result; END IF; FOREACH tgp IN ARRAY tr1.tr_data LOOP g := t_record_at(tr1, tgp.t); IF g IS NULL THEN result := result || tg_point_distance(tgp.g, g); END IF; END LOOP; RETURN result; END $BODY$ LANGUAGE 'plpgsql'; -- t_distance DROP FUNCTION IF EXISTS t_distance( trajectory ); CREATE OR REPLACE FUNCTION t_distance(tr trajectory) RETURNS FLOAT AS $BODY$ DECLARE length FLOAT; tgp tg_pair; prev tg_pair; BEGIN if tr ISNULL OR tr.geom_type != st_geometrytype(st_makepoint(0,0)) OR tr.tr_data ISNULL THEN RETURN -1; END IF; length = 0; prev := head(tr.tr_data); FOREACH tgp IN ARRAY tr.tr_data LOOP length = length + tg_point_distance(prev, tgp); END LOOP; RETURN length; END $BODY$ LANGUAGE 'plpgsql'; -- t_sampling_interval DROP FUNCTION IF EXISTS t_sampling_interval( trajectory ); CREATE OR REPLACE FUNCTION t_sampling_interval(tr trajectory) RETURNS INTERVAL AS $BODY$ DECLARE stepSize INTERVAL; BEGIN IF array_length(tr.tr_data, 1) > 1 THEN stepSize = (tr.e_time - tr.s_time) / (array_length(tr.tr_data, 1) - 1); ELSE stepSize = INTERVAL '-1 seconds'; END IF; RETURN stepSize; END $BODY$ LANGUAGE 'plpgsql'; -- tg_start_time DROP FUNCTION IF EXISTS tg_start_time(tg_pair[]); CREATE OR REPLACE FUNCTION tg_start_time(tr_data tg_pair[]) RETURNS TIMESTAMP AS $BODY$ DECLARE tgp tg_pair; startTime TIMESTAMP; BEGIN IF tr_data ISNULL THEN startTime := to_timestamp(-1)::TIMESTAMP; RETURN startTime; END IF; --RAISE NOTICE 'my timestamp --> %', tgpairs[1].t; startTime = tr_data[1].t; FOREACH tgp IN ARRAY tr_data LOOP --RAISE NOTICE 'loop timestamp --> %', tgp.t; IF startTime > tgp.t THEN startTime = tgp.t; END IF; END LOOP; RETURN startTime; END $BODY$ LANGUAGE 'plpgsql' ; -- tg_mbr DROP FUNCTION IF EXISTS tg_mbr(tg_pair[]) CASCADE; --findMBR:: finds mbr of a particular trajectory specified by the tr_id --@param tr_id:: an integer specifying the trajectory identifier CREATE OR REPLACE FUNCTION tg_mbr(tr_data tg_pair[]) RETURNS GEOMETRY AS $BODY$ DECLARE tgp tg_pair; mbr GEOMETRY; BEGIN IF tr_data ISNULL THEN return mbr; END IF; FOREACH tgp IN ARRAY tr_data LOOP --RAISE NOTICE '%', tgp.t; --RAISE NOTICE '%', ST_astext(tgp.g); mbr := st_collect(tgp.g, mbr); --RAISE NOTICE 'collection==> %', ST_astext(mbr); END LOOP; mbr := st_envelope(mbr); --RAISE NOTICE 'mbr %', ST_astext(mbr); RETURN mbr; END $BODY$ LANGUAGE 'plpgsql' ; -- tg_end_time DROP FUNCTION IF EXISTS tg_end_time(tg_pair[]); CREATE OR REPLACE FUNCTION tg_end_time(tr_data tg_pair[]) RETURNS timestamp AS $BODY$ DECLARE tgp tg_pair; endTime timestamp; BEGIN IF tr_data ISNULL THEN endTime := to_timestamp(-1)::TIMESTAMP; RETURN endTime; END IF; --RAISE NOTICE 'my timestamp --> %', tgpairs[1].t; endTime := tr_data[1].t; FOREACH tgp IN ARRAY tr_data LOOP --RAISE NOTICE 'loop timestamp --> %', tgp.t; IF endTime < tgp.t THEN endTime := tgp.t; END IF; END LOOP; RETURN endTime; END $BODY$ LANGUAGE 'plpgsql' ; -- tg_type DROP FUNCTION IF EXISTS tg_type(tg_pair[]); CREATE OR REPLACE FUNCTION tg_type(tr_data tg_pair[]) RETURNS Text AS $BODY$ DECLARE tgp tg_pair; --flag BOOLEAN; type_of_first TEXT; number_of_Different int; BEGIN --Simpler way to do this -- number_of_Different := (SELECT COUNT(*) FROM (SELECT DISTINCT ST_GeometryType((unnest(tr_data)).g)) AS X); IF number_of_Different = 1 THEN RETURN (SELECT ST_GeometryType((unnest(tr_data)).g) LIMIT 1); END IF; RETURN 'Invalid'; END $BODY$ LANGUAGE 'plpgsql'; -- t_union_area DROP FUNCTION IF EXISTS t_union_area( trajectory, trajectory ); CREATE OR REPLACE FUNCTION t_union_area(tr1 trajectory, tr2 trajectory) RETURNS FLOAT AS $BODY$ DECLARE tgp tg_pair; tgp2 tg_pair; g GEOMETRY; area FLOAT := 0; BEGIN IF tr1 ISNULL OR tr2 ISNULL OR tr1.tr_data ISNULL OR tr2.tr_data ISNULL THEN RETURN 0; END IF; --For Jaccard calculation FOREACH tgp IN ARRAY tr1.tr_data LOOP g := t_record_at(tr2, tgp.t); IF g IS NOT NULL THEN area := area + st_area(ST_Union(tgp.g, g)); END IF; IF g IS NULL THEN area := area + st_area(tgp.g); END IF; END LOOP; FOREACH tgp IN ARRAY tr2.tr_data LOOP g := t_record_at(tr1, tgp.t); IF g IS NULL THEN --RAISE NOTICE 'loop timestamp --> %', area; area := area + st_area(tgp.g); END IF; END LOOP; RETURN area; END $BODY$ LANGUAGE 'plpgsql'; -- t_intersection_area DROP FUNCTION IF EXISTS t_intersection_area( trajectory, trajectory ); CREATE OR REPLACE FUNCTION t_intersection_area(tr1 trajectory, tr2 trajectory) RETURNS FLOAT AS $BODY$ DECLARE tgp1 tg_pair; tgp2 tg_pair; area FLOAT; tgpairs1 tg_pair []; tgpairs2 tg_pair []; endTime TIMESTAMP; BEGIN IF tr1 ISNULL OR tr2 ISNULL OR tr1.tr_data ISNULL OR tr2.tr_data ISNULL THEN RETURN 0; END IF; IF tr1.e_time < tr2.s_time OR tr1.s_time > tr2.e_time THEN RETURN 0; END IF; IF NOT st_intersects(tr1.bbox, tr2.bbox) THEN RETURN 0; END IF; area = 0; FOREACH tgp1 IN ARRAY tr1.tr_data LOOP FOREACH tgp2 IN ARRAY tr2.tr_data LOOP IF tgp1.t = tgp2.t THEN area := area + st_area(st_intersection(tgp1.g, tgp2.g)); END IF; END LOOP; END LOOP; RETURN area; END $BODY$ LANGUAGE 'plpgsql'; --t_omax DROP FUNCTION IF EXISTS t_omax( trajectory, trajectory ); CREATE OR REPLACE FUNCTION t_omax(tr1 trajectory, tr2 trajectory) RETURNS FLOAT AS $BODY$ DECLARE intersection_area FLOAT; area1 FLOAT; area2 FLOAT; max_area FLOAT; BEGIN intersection_area = t_intersection_area(tr1, tr2); IF intersection_area = 0 THEN RETURN 0; END IF; area1 = t_area(tr1); area2 = t_area(tr2); IF area1 >= area2 THEN max_area = area1; ELSE max_area = area2; END IF; RETURN intersection_area / max_area; END $BODY$ LANGUAGE 'plpgsql'; --t_ts_union_area DROP FUNCTION IF EXISTS t_ts_union_area( trajectory, trajectory ); CREATE OR REPLACE FUNCTION t_ts_union_area(tr1 trajectory, tr2 trajectory) RETURNS FLOAT AS $BODY$ DECLARE tgp1 tg_pair; tgp2 tg_pair; union_pairs tg_pair []; area FLOAT := 0; BEGIN IF tr1 ISNULL OR tr2 ISNULL OR tr1.tr_data ISNULL OR tr2.tr_data ISNULL THEN RETURN area; END IF; IF tr1.e_time < tr2.s_time OR tr1.s_time > tr2.e_time THEN RETURN area; END IF; IF NOT st_intersects(tr1.bbox, tr2.bbox) THEN RETURN area; END IF; --For Jaccard calculation FOREACH tgp1 IN ARRAY tr1.tr_data LOOP FOREACH tgp2 IN ARRAY tr2.tr_data LOOP IF tgp1.t = tgp2.t AND ST_intersects(tgp1.g, tgp2.g) THEN area := area + st_area(ST_Union(tgp1.g, tgp2.g)); END IF; END LOOP; END LOOP; RETURN area; END $BODY$ LANGUAGE 'plpgsql'; --t_jaccard_star DROP FUNCTION IF EXISTS t_jaccard_star( trajectory, trajectory ); CREATE OR REPLACE FUNCTION t_jaccard_star(tr1 trajectory, tr2 trajectory) RETURNS FLOAT AS $BODY$ DECLARE intersection_area FLOAT; union_area FLOAT; BEGIN intersection_area := t_intersection_area(tr1, tr2); IF intersection_area = 0 THEN RETURN 0; END IF; union_area := t_ts_union_area(tr1, tr2); --RAISE NOTICE 'intersection_area %', intersection_area; --RAISE NOTICE 'union_area %', union_area; IF union_area = 0 THEN RETURN 0; END IF; RETURN intersection_area / union_area; END $BODY$ LANGUAGE 'plpgsql'; --t_jaccard DROP FUNCTION IF EXISTS t_jaccard( trajectory, trajectory ); CREATE OR REPLACE FUNCTION t_jaccard(tr1 trajectory, tr2 trajectory) RETURNS FLOAT AS $BODY$ DECLARE intersection_area FLOAT; union_area FLOAT; BEGIN intersection_area := t_intersection_area(tr1, tr2); IF intersection_area = 0.0 THEN RETURN 0; END IF; union_area := t_union_area(tr1, tr2); IF union_area = 0.0 THEN RETURN 0; END IF; RETURN intersection_area / union_area; END $BODY$ LANGUAGE 'plpgsql'; --tg_head DROP FUNCTION IF EXISTS tg_head( tg_pairs[] ); --Since array indexing mechanism in plpgsql is a mystery, -- we shouldn't use static number to get first element CREATE OR REPLACE FUNCTION tg_head(tg_pairs tg_pair[]) RETURNS tg_pair AS $BODY$ DECLARE tg tg_pair; BEGIN if tg_pairs ISNULL THEN RETURN tg; END IF; FOREACH tg IN ARRAY tg_pairs LOOP RETURN tg; END LOOP; END $BODY$ LANGUAGE 'plpgsql';-- by Craig Ringer --array_sort DROP FUNCTION IF EXISTS array_sort(ANYARRAY); CREATE OR REPLACE FUNCTION array_sort (ANYARRAY) RETURNS ANYARRAY AS $$ SELECT array_agg(x ORDER BY x) FROM unnest($1) x; $$ LANGUAGE 'sql'; --t_area DROP FUNCTION IF EXISTS t_area(trajectory); CREATE OR REPLACE FUNCTION t_area(tr trajectory) RETURNS float AS $BODY$ DECLARE area float; tgp tg_pair; BEGIN area = 0; if tr ISNULL OR tr.tr_data ISNULL THEN return 0; END IF; FOREACH tgp IN ARRAY tr.tr_data LOOP RAISE NOTICE 'loop timestamp --> %', ST_Area(tgp.g); area = area + ST_Area(tgp.g); END LOOP; RETURN area; END $BODY$ LANGUAGE 'plpgsql' ; --t_union DROP FUNCTION IF EXISTS t_union( trajectory, trajectory ); CREATE OR REPLACE FUNCTION t_union(tr1 trajectory, tr2 trajectory) RETURNS trajectory AS $BODY$ DECLARE tgp tg_pair; tgp2 tg_pair; temp_pair tg_pair; g GEOMETRY; union_pairs tg_pair [] = '{}'; union_tr trajectory; BEGIN union_tr.tr_data = union_pairs; IF tr1 ISNULL OR tr2 ISNULL OR (tr1.tr_data ISNULL AND tr2.tr_data ISNULL) THEN RETURN union_tr; END IF; IF tr1.tr_data ISNULL THEN union_tr.tr_data = tr2.tr_data; RETURN _trajectory(union_pairs); END IF; IF tr2.tr_data ISNULL THEN union_tr.tr_data = tr1.tr_data; RETURN _trajectory(union_pairs); END IF; --For Jaccard calculation FOREACH tgp IN ARRAY tr1.tr_data LOOP g = t_record_at(tr2, tgp.t); IF g IS NOT NULL THEN --RAISE NOTICE 'loop timestamp --> %', tgp; temp_pair.t = tgp.t; temp_pair.g = ST_Union(tgp.g, g); END IF; IF g IS NULL THEN union_pairs := union_pairs || tgp; END IF; END LOOP; FOREACH tgp IN ARRAY tr2.tr_data LOOP g = t_record_at(tr1, tgp.t); IF g IS NULL THEN temp_pair.t = tgp.t; temp_pair.g = tgp.g; union_pairs := union_pairs || temp_pair; END IF; END LOOP; union_tr = _trajectory(union_pairs); RETURN union_tr; END $BODY$ LANGUAGE 'plpgsql'; --t_record_at DROP FUNCTION IF EXISTS t_record_at(trajectory, TIMESTAMP); CREATE OR REPLACE FUNCTION t_record_at(tr trajectory, t TIMESTAMP) RETURNS Geometry AS $BODY$ DECLARE tgp1 tg_pair; BEGIN --PERFORM ASSERT IS NOT NULL tr; FOREACH tgp1 IN ARRAY tr.tr_data LOOP IF tgp1.t = t THEN RETURN tgp1.g; END IF; END LOOP; IF tr.geom_type = ST_GeometryType(ST_MakePoint(0,0)) THEN RETURN tg_record_at_interpolated(tr, t); END IF; RETURN NULL; END $BODY$ LANGUAGE 'plpgsql' ; --t_length DROP FUNCTION IF EXISTS t_length( trajectory ); CREATE OR REPLACE FUNCTION t_length(tr trajectory) RETURNS INTEGER AS $BODY$ DECLARE time_count INTEGER; tgp tg_pair; BEGIN if tr.tr_data ISNULL THEN RETURN 0; END IF; time_count = 0; FOREACH tgp IN ARRAY tr.tr_data LOOP time_count = time_count + 1; END LOOP; RETURN time_count; END $BODY$ LANGUAGE 'plpgsql'; --t_equals DROP FUNCTION IF EXISTS t_equals( trajectory, trajectory ); CREATE OR REPLACE FUNCTION t_equals(tr1 trajectory, tr2 trajectory) RETURNS BOOL AS $BODY$ DECLARE tgp tg_pair; g GEOMETRY; BEGIN IF tr1 ISNULL AND tr2 ISNULL THEN RETURN TRUE; END IF; IF tr1.tr_data ISNULL AND tr2.tr_data ISNULL THEN RETURN TRUE; END IF; IF tr1.tr_data ISNULL THEN RETURN FALSE; END IF; IF tr2.tr_data ISNULL THEN RETURN FALSE; END IF; IF t_length(tr1) <> t_length(tr2) THEN RETURN FALSE; END IF; --For Jaccard calculation FOREACH tgp IN ARRAY tr1.tr_data LOOP g = t_record_at(tr2, tgp.t); IF g ISNULL AND tgp IS NOT NULL THEN RETURN FALSE; END IF; IF g IS NOT NULL AND tgp ISNULL THEN RETURN FALSE; END IF; IF NOT st_equals(tgp.g, g) THEN --RAISE NOTICE '1: %, 2: %', st_astext(g), st_astext(tgp.g); RETURN FALSE; END IF; END LOOP; RETURN TRUE; END $BODY$ LANGUAGE 'plpgsql'; --t_duration DROP FUNCTION IF EXISTS t_duration(trajectory); CREATE OR REPLACE FUNCTION t_duration(tr trajectory) RETURNS INTERVAL AS $BODY$ DECLARE BEGIN if tr ISNULL THEN return '-1'::INTERVAL; END IF; RETURN tr.e_time - tr.s_time; END $BODY$ LANGUAGE 'plpgsql' ; --t_intersection DROP FUNCTION IF EXISTS t_intersection( trajectory, trajectory ); CREATE OR REPLACE FUNCTION t_intersection(tr1 trajectory, tr2 trajectory) RETURNS trajectory AS $BODY$ DECLARE tgp1 tg_pair; tgp2 tg_pair; temp_pair tg_pair; intersecting_pairs tg_pair [] = '{}'; endTime TIMESTAMP; result trajectory; BEGIN result.tr_data = intersecting_pairs; IF tr1 ISNULL OR tr2 ISNULL OR tr1.tr_data ISNULL OR tr2.tr_data ISNULL THEN RETURN result; END IF; IF tr1.e_time < tr2.s_time OR tr1.s_time > tr2.e_time THEN RETURN result; END IF; IF NOT st_intersects(tr1.bbox, tr2.bbox) THEN RETURN result; END IF; --For Jaccard calculation --indexOfIntersection = 1; --RAISE NOTICE 'my timestamp --> %', tgpairs[1].t; FOREACH tgp1 IN ARRAY tr1.tr_data LOOP FOREACH tgp2 IN ARRAY tr2.tr_data LOOP IF tgp1.t = tgp2.t THEN temp_pair.t := tgp1.t; temp_pair.g := st_intersection(tgp1.g, tgp2.g); intersecting_pairs := intersecting_pairs || temp_pair; END IF; END LOOP; END LOOP; result := _trajectory(intersecting_pairs); RETURN result; END $BODY$ LANGUAGE 'plpgsql';