mobilitydb
概览
| 扩展包名 | 版本 | 分类 | 许可证 | 语言 |
|---|---|---|---|---|
mobilitydb | 1.3.0 | GIS | GPL-3.0 | C |
| ID | 扩展名 | Bin | Lib | Load | Create | Trust | Reloc | 模式 |
|---|---|---|---|---|---|---|---|---|
| 1650 | mobilitydb | 否 | 是 | 否 | 是 | 否 | 是 | - |
| 1651 | mobilitydb_datagen | 否 | 否 | 否 | 是 | 否 | 是 | - |
| 相关扩展 | postgis pgrouting h3_postgis timescaledb postgis_topology postgis_raster postgis_sfcgal postgis_tiger_geocoder address_standardizer |
|---|---|
| 下游依赖 | mobilitydb_datagen |
need another schema
版本
| 类型 | 仓库 | 版本 | PG 大版本 | 包名 | 依赖 |
|---|---|---|---|---|---|
| EXT | PGDG | 1.3.0 | 1817161514 | mobilitydb | postgis |
| DEB | PGDG | 1.3.0 | 1817161514 | postgresql-$v-mobilitydb | - |
安装
您可以直接安装 mobilitydb 扩展包的预置二进制包,首先确保 PGDG 仓库已经添加并启用:
pig repo add pgdg -u # 添加 PGDG 仓库并更新缓存
使用 pig 或者是 apt/yum/dnf 安装扩展:
pig install mobilitydb; # 当前活跃 PG 版本安装
pig ext install -y mobilitydb -v 18 # PG 18
pig ext install -y mobilitydb -v 17 # PG 17
pig ext install -y mobilitydb -v 16 # PG 16
pig ext install -y mobilitydb -v 15 # PG 15
pig ext install -y mobilitydb -v 14 # PG 14
apt install -y postgresql-18-mobilitydb # PG 18
apt install -y postgresql-17-mobilitydb # PG 17
apt install -y postgresql-16-mobilitydb # PG 16
apt install -y postgresql-15-mobilitydb # PG 15
apt install -y postgresql-14-mobilitydb # PG 14
创建扩展:
CREATE EXTENSION mobilitydb CASCADE; -- 依赖: postgis
用法
来源:repo README, MobilityDB 1.3 manual, v1.3.0 release
MobilityDB 使用 temporal 和 spatio-temporal 数据类型扩展 PostgreSQL 与 PostGIS,使车辆轨迹、传感器读数和随时间变化属性等 moving object data 能够高效存储、索引和查询。
关键文档:
- MobilityDB Manual
- Temporal Types
- Spatial-Temporal Types
- Temporal Poses
- Temporal Circular Buffers
- Indexing
- MobilityDB Workshop
- API Reference
入门
MobilityDB 要求 PostGIS。启用两个扩展:
CREATE EXTENSION postgis;
CREATE EXTENSION mobilitydb;
Temporal 类型
MobilityDB 为基础类型提供 temporal variants:
| Temporal Type | Base Type | Description |
|---|---|---|
tbool | boolean | Time-varying boolean |
tint | integer | Time-varying integer |
tfloat | float | Time-varying float |
ttext | text | Time-varying text |
tgeometry | geometry | Time-varying arbitrary geometry |
tgeography | geography | Time-varying arbitrary geography |
tgeompoint | geometry(Point) | Time-varying geometric point |
tgeogpoint | geography(Point) | Time-varying geographic point |
tnpoint | network point | Time-varying network point |
tcbuffer | circular buffer | Time-varying circular buffer |
tpose | pose | Time-varying point position and orientation |
trgeometry | rigid geometry | Time-varying rigid geometry |
MobilityDB 1.3 增加了 tgeometry、tgeography、tcbuffer、tpose 和 trgeometry。tgeometry 与 tgeography 支持 discrete 或 step interpolation,不支持任意几何的 linear interpolation。1.3 release notes 将 tcbuffer、tpose 和 trgeometry 标记为 experimental。
Temporal 子类型
每种 temporal type 可按值如何随时间变化表示为不同子类型:
| Subtype | Description | Example |
|---|---|---|
| Instant | 单个时间戳上的单个值 | '25.5@2025-01-01 08:00' |
| Sequence | 一个时间区间上的连续值 | '[25.5@08:00, 28.1@09:00, 30.0@10:00]' |
| SequenceSet | 一组互不重叠的 sequences | '{[25.5@08:00, 28.1@09:00], [30.0@11:00, 31.2@12:00]}' |
Sequences 使用方括号表示包含 [ 或排除 ( 边界,就像 PostgreSQL range types 一样。
创建 Temporal 值
Instant values:
SELECT tfloat '25.5@2025-06-01 08:00:00+00';
SELECT tgeompoint 'SRID=4326;Point(2.3522 48.8566)@2025-06-01 08:00:00+00';
Sequence values(continuous interpolation):
SELECT tfloat '[20.0@2025-06-01 08:00, 25.5@2025-06-01 09:00, 22.0@2025-06-01 10:00]';
Discrete sequences(stepwise interpolation):
SELECT tint 'Interp=Step;[10@2025-06-01 08:00, 20@2025-06-01 09:00, 15@2025-06-01 10:00]';
SequenceSet values:
SELECT tfloat '{[20.0@08:00, 25.5@09:00], [22.0@11:00, 28.0@12:00]}';
从组件构造:
SELECT tgeompoint_inst(ST_Point(2.3522, 48.8566, 4326), '2025-06-01 08:00+00');
SELECT tgeompoint_seq(ARRAY[
tgeompoint_inst(ST_Point(2.3522, 48.8566, 4326), '2025-06-01 08:00+00'),
tgeompoint_inst(ST_Point(2.2945, 48.8584, 4326), '2025-06-01 08:30+00'),
tgeompoint_inst(ST_Point(2.3364, 48.8606, 4326), '2025-06-01 09:00+00')
]);
Temporal 操作
提取指定时间的值:
SELECT valueAtTimestamp(temp, '2025-06-01 08:30:00+00')
FROM (SELECT tfloat '[20.0@08:00, 30.0@09:00]' AS temp) t;
-- Returns 25.0 (linear interpolation)
限制到某个时间段:
SELECT atTime(trip, tstzspan '[2025-06-01 08:00, 2025-06-01 09:00]')
FROM trips;
获取 temporal value 的时间跨度:
SELECT duration(trip), startTimestamp(trip), endTimestamp(trip)
FROM trips;
Temporal comparisons:
-- Time periods when temperature exceeded 30 degrees
SELECT atValue(temperature, true)
FROM (SELECT tfloat '[20@08:00, 35@09:00, 25@10:00]' #> 30.0 AS temperature) t;
Spatial-Temporal 操作
Trajectory:提取空间路径为 geometry:
SELECT ST_AsText(trajectory(trip))
FROM trips
WHERE vehicle_id = 42;
速度计算:
-- Speed in units per second (m/s for geographic points)
SELECT speed(trip)
FROM trips
WHERE vehicle_id = 42;
轨迹长度:
SELECT length(trip)
FROM trips
WHERE vehicle_id = 42;
Space-time bounding box(stbox):
-- Get the space-time bounding box
SELECT stbox(trip)
FROM trips;
-- Construct an stbox for querying
SELECT stbox(
ST_MakeEnvelope(2.2, 48.8, 2.4, 48.9, 4326),
tstzspan '[2025-06-01, 2025-06-02]'
);
空间限制:区域内的值:
-- Portions of a trip within a polygon
SELECT atGeometry(trip, ST_Buffer(ST_Point(2.35, 48.86, 4326), 0.01))
FROM trips;
两个 temporal points 之间的距离:
SELECT distance(t1.trip, t2.trip)
FROM trips t1, trips t2
WHERE t1.vehicle_id = 1 AND t2.vehicle_id = 2;
最近接近距离和时间:
SELECT nearestApproachDistance(t1.trip, t2.trip),
nearestApproachInstant(t1.trip, t2.trip)
FROM trips t1, trips t2
WHERE t1.vehicle_id = 1 AND t2.vehicle_id = 2;
索引
MobilityDB 支持 GiST 和 SP-GiST indexes,用于高效 temporal 与 spatio-temporal 查询。
Temporal types(time dimension)的 SP-GiST index:
CREATE INDEX ON measurements USING spgist(temperature);
Spatio-temporal types(space + time)的 GiST index:
CREATE INDEX ON trips USING gist(trip);
这些索引可加速 bounding box 查询、temporal overlap 检查和 spatial-temporal intersection:
-- Uses GiST index for space-time filtering
SELECT vehicle_id
FROM trips
WHERE trip && stbox(
ST_MakeEnvelope(2.2, 48.8, 2.4, 48.9, 4326),
tstzspan '[2025-06-01, 2025-06-02]'
);
示例:车辆跟踪
存储和查询车辆 GPS 轨迹的完整示例:
CREATE TABLE vehicles (
vehicle_id INT PRIMARY KEY,
plate TEXT,
type TEXT
);
CREATE TABLE trips (
trip_id BIGSERIAL PRIMARY KEY,
vehicle_id INT REFERENCES vehicles(vehicle_id),
trip tgeompoint,
trip_date DATE
);
CREATE INDEX ON trips USING gist(trip);
-- Insert a trip as a sequence of GPS points
INSERT INTO trips (vehicle_id, trip, trip_date) VALUES (
1,
tgeompoint_seq(ARRAY[
tgeompoint_inst(ST_Point(2.3522, 48.8566, 4326), '2025-06-01 08:00+00'),
tgeompoint_inst(ST_Point(2.2945, 48.8584, 4326), '2025-06-01 08:15+00'),
tgeompoint_inst(ST_Point(2.3364, 48.8606, 4326), '2025-06-01 08:30+00'),
tgeompoint_inst(ST_Point(2.3488, 48.8534, 4326), '2025-06-01 08:45+00')
]),
'2025-06-01'
);
-- Where was vehicle 1 at 08:20?
SELECT valueAtTimestamp(trip, '2025-06-01 08:20+00')
FROM trips WHERE vehicle_id = 1 AND trip_date = '2025-06-01';
-- What was the average speed?
SELECT twAvg(speed(trip))
FROM trips WHERE vehicle_id = 1 AND trip_date = '2025-06-01';
-- Total distance traveled
SELECT length(trip)
FROM trips WHERE vehicle_id = 1 AND trip_date = '2025-06-01';
-- Get the full trajectory as a LineString
SELECT ST_AsGeoJSON(trajectory(trip))
FROM trips WHERE vehicle_id = 1 AND trip_date = '2025-06-01';
示例:Spatio-Temporal Intersection 查询
查找在给定时间窗口内经过特定区域的所有 trips:
-- Define area of interest: a circle around the Eiffel Tower
WITH area AS (
SELECT ST_Buffer(ST_Point(2.2945, 48.8584, 4326)::geography, 500)::geometry AS geom
)
SELECT t.vehicle_id,
t.trip_date,
atGeometry(t.trip, a.geom) AS trip_in_area,
length(atGeometry(t.trip, a.geom)) AS distance_in_area
FROM trips t, area a
WHERE t.trip && stbox(
a.geom,
tstzspan '[2025-06-01 07:00+00, 2025-06-01 10:00+00]'
)
AND eIntersects(t.trip, a.geom)
ORDER BY t.trip_date;
聚合函数
MobilityDB 提供 temporal aggregates:
-- Time-weighted average of a temporal float
SELECT twAvg(temperature) FROM sensor_data WHERE sensor_id = 1;
-- Merge multiple temporal points into one
SELECT tUnion(trip) FROM trips WHERE vehicle_id = 1 AND trip_date = '2025-06-01';
-- Centroid of a set of temporal points at each timestamp
SELECT tCentroid(trip) FROM trips WHERE trip_date = '2025-06-01';
注意事项
- catalog package 和 extension 都是
mobilitydb,版本1.3.0;打包矩阵面向 PostgreSQL 14 到 18,并要求postgis。 - v1.3.0 release 增加 PostgreSQL 18 和 PostGIS 3.6 支持,但 migration note 说明二进制格式相较 MobilityDB 1.2 已改变,因此从 1.2 升级需要 backup and restore。
- 上游源码构建说明展示了在加载 MobilityDB 前设置
shared_preload_libraries = 'postgis-3'和max_locks_per_transaction = 128。对于未使用打包默认值的集群,请验证这些设置。 - 本地 package metadata 仍带有 curation comment
need another schema;上游文档未确认必须使用单独 schema,因此在该备注解决前应避免给出 schema-specific guidance。