The rise of large-scale wireless sensor networks (LSWSNs), containing thousands nodes (SNs) that spread over large geographic areas, necessitates new Quality Service (QoS) efficient data collection techniques. Data and transmission in LSWSNs are considered the most challenging issues. This study presents a hybrid protocol called MDC-K is combination K-means machine learning clustering algorithm...