R OSRM 计算 data.frame 内的行程距离

Question

使用 osrm 包，我想计算存储在数据框的两个不同列中的两点之间的距离，并将其放入一个新列中。

但是，执行以下操作不起作用并引发错误：找不到对象 'lon'。这里出了什么问题？

pacman::p_load(
  tidyverse,
  sf,
  osrm
)


test_1 <- data.frame(name_1 = c("a", "b"), long = c(13.371871012201932, 13.445856720780322), lat = c(52.5212875734526, 52.503693991115206)) %>%
    st_as_sf(coords = c("long", "lat"), crs = 4326) %>%
    rename(geom_1 = "geometry")

test_2 <- data.frame(name_2 = c("c", "d"), long = c(13.401224766110927, 13.349212418670756), lat = c(52.51946945798967, 52.5149481833963)) %>%
    st_as_sf(coords = c("long", "lat"), crs = 4326) %>%
    rename(geom_2 = "geometry")

comb <- expand_grid(test_1, test_2)


routes <- comb %>%
    mutate(distances = osrmRoute(
        src = geom_1,
        dst = geom_2,
        returnclass = "sf"
    )$distance)

Answer 1

问题是一个 sf 对象一次只能激活一个 geom 列。要解决这个问题，只需调用 sf 对象 test1 和 test2 它应该可以工作。

请在下面找到修改后的代码和相应的输出。

代码

routes <- comb %>%
  mutate(distances = osrmRoute(
    src = test_1,
    dst = test_2,
    returnclass = "sf"
  )$distance)

输出：

routes
# A tibble: 4 x 5
  name_1              geom_1 name_2              geom_2 distances
  <chr>          <POINT [°]> <chr>          <POINT [°]>     <dbl>
1 a      (13.37187 52.52129) c      (13.40122 52.51947)      4.35
2 a      (13.37187 52.52129) d      (13.34921 52.51495)      4.35
3 b      (13.44586 52.50369) c      (13.40122 52.51947)      4.35
4 b      (13.44586 52.50369) d      (13.34921 52.51495)      4.35

或者，您可以在 sf 对象 comb 中指定哪个 geom 列处于活动状态，您将获得与上述相同的结果。

替代代码

routes <- comb %>% mutate(distances = osrmRoute(
  src = st_sf(.,sf_column_name = "geom_1"),
  dst = st_sf(.,sf_column_name = "geom_2"),
  returnclass = "sf"
)$distance)

编辑

作为我与@Jindra Lacko 交流的后续行动（参见下面的评论），我提出了一个 computeDistances() 功能，它可以帮助您获得想要的东西。请在下方找到函数代码及其使用您的对象的输出 comb

函数代码computeDistances

computeDistances <- function(x){  
  
  distances <- data.frame(Distances = numeric())
  
  for (i in seq(x)){
    distances[i,"Distances"]  <- osrmRoute(
      src = st_sf(x,sf_column_name = "geom_1")[i,],
      dst = st_sf(x,sf_column_name = "geom_2")[i,],
      returnclass = "sf"
    )$distance
  }
  
  results <- st_sf(cbind(x, distances))
  
  return(results)
}

使用您的 comb 对象测试函数

computeDistances(comb)

Simple feature collection with 4 features and 3 fields
Active geometry column: geom_1
Geometry type: POINT
Dimension:     XY
Bounding box:  xmin: 13.37187 ymin: 52.50369 xmax: 13.44586 ymax: 52.52129
Geodetic CRS:  WGS 84
  name_1 name_2 Distances                    geom_1                    geom_2
1      a      c    4.3543 POINT (13.37187 52.52129) POINT (13.40122 52.51947)
2      a      d    2.6576 POINT (13.37187 52.52129) POINT (13.34921 52.51495)
3      b      c    4.4650 POINT (13.44586 52.50369) POINT (13.40122 52.51947)
4      b      d    8.1611 POINT (13.44586 52.50369) POINT (13.34921 52.51495)

R OSRM 计算 data.frame 内的行程距离

R OSRM calculate travel distance within data.frame

r

sf