To calculate the horsepower needed for a radial conveyor, it's essential to consider the resistance to motion, desired speed, and acceleration requirements. The discussion highlights the importance of understanding the specific application, including the weight of the load and the conveyor's incline. A common approach is to estimate power needs by summing the weight of the load and conveyor, applying a high friction coefficient for safety. The conversation also emphasizes the complexity of accurately sizing motors for large systems, suggesting that hiring a professional engineer is advisable for significant projects. Accurate calculations are crucial to avoid costly mistakes in design and operation.