Did you try using
Holt's method? There are three "versions" of exponential smoothing:
• simple: only does a weighted average, so it returns a constant value
• double (or Holt): considers the trend of the series
• triple (holt-winters, or seasonal): considers trend and seasonality
In your case, double or Holt seems to be the way to go.