Cloud motion and stability estimation for intra-hour solar forecasting

•An advanced technique for cloud motion estimation from ground-based imagers with a smoothness parameter.•An inverse mapping method for cloud forecast.•Forecast-horizon-dependent smoothness parameters may yield the optimum forecasts.•Optical flow forecast outperforms other forecast methods for 0–15min time horizon.•A novel technique to evaluate the forecast confidence through point trajectories.