(, this paper proposes an energy-efficient distributed data collection optimization strategy for wireless sensor networks based on linear regression. By using the linear regression analysis method to build a sensing data model, the characteristics of the sensing data are adhered to, so that the nodes only transmit the parameter information of the regression model. , instead of transmitting the perception data information of practice monitoring)