Algorithm for heat map?

问题

I have a list of values each with latitude and longitude. I'm looking to create a translucent heatmap image to overlay on Google Maps. I know there are server side and flash based solutions already, but I want to build this in javascript using the canvas tag.

However, I can't seem to find a concise description of the algorithm used to turn coordinates and values into a heatmap. Can anyone provide or link to one?

Thanks.

回答1:

The basic idea would be to create a grid and project every lat,lng coord to that grid. I would use a 2D array of ints.

The psuedo-code would be:

for each coord
  cell = coord projected to grid
  increment cell value
end

for 0 to # of passes
  for each row
   for each col
     if grid[row,col] > 0 then
       grid[row,col] += 1
       increment_adjacent_cells(row, col)
     end
   end
  end
end

So, the idea is that the higher the int value, the hotter that cell is. increment_adjacent_cells should increment the values in all 8 adjacent cells.

回答2:

I have tried to solve this in javascript using the canvas element, here is my current result:

http://gist.github.com/346165

I have to fix the gaussian filter and the color mapping, because it doesn't give good results currently.

回答3:

Look at this project if you are looking for something that looks more like 'tv weather maps':

https://github.com/optimisme/javascript-temperatureMap

回答4:

A faster way of building a heatmap could be to use a queue:

Pseudocode:

Add an element to queue (first in heatmap(x,y, val))
While (!queue.isEmpty())
{
    elem = queue.pop()
    queue.push(elem.x + 1, elem.y, val-1)
    queue.push(elem.x - 1, elem.y, val-1)
    queue.push(elem.x, elem.y + 1, val-1)
    queue.push(elem.x, elem.y - 1, val-1)
}

This saves on tons of iterations!

来源：https://stackoverflow.com/questions/2343681/algorithm-for-heat-map

标签

algorithm

heatmap