Adaptive long-term traffic state estimation with evolving spiking neural networks

•A data-based machine learning scheme to obtain long-term traffic flow estimations.•The system includes a change detection and adaptation mechanism.•Third generation of spiking neural networks used in the traffic forecasting domain.•Effectiveness for long-term estimations and adaptation to unexpected circumstances.