The kneading process in a green anode plant involves numerous parameters and complex dynamics, necessitating a comprehensive understanding of its intricacies. However, identifying the parameters that most significantly impact the energy consumption of the kneader and cooler remains a challenge. This use case focuses on conducting energy analysis and optimization of the kneader. By delving into the process dynamics and interplay between various factors, we aim to uncover insights into energy usage.