Hi Javier,
Currently I am working on a small hotplate for small SMD boards myself. The plate itself acts as a large thermal capacitor (>= 1K equivalent Farads if you can say so) fed with a thermal current (power). Which gives an almost linear rising temperature over time if not controlled, according to the following formula:
thermal_mass X temperature rise = power x time
Where thermal mass = specific heat X mass
In parallel to the thermal mass there is the heat loss to the surrounding which acts as a thermal resistance in parallel to the thermal capacitor. This resistance is mostly relatively large for a hotplate, 0.5 degK/W to 5 degK/W or so.
Here is a good explanation of the thermal metrics you are looking for:
http://www.turk-hillinger.us/fileadmin/media/pdfs/berechnungsgrundlagen.pdfIt is in German but hopefully you get some understanding. It also shows graphs of maximum play of cartridge heaters related to the surface load (watts/cm2) of the cartridges.