Developing a near real-time road surface anomaly detection approach for road surface monitoring

•Monitoring road surface roughness and detecting anomalies using smartphone sensors.•A vibration-based approach to detect road surface anomalies.•Crowdsourcing mobile app to collect road surface condition data.•Machin learning approach to classify discomfort level of road surface anomalies.