PHM Society is a non-profit organization based in the United States, founded in 2009, that focuses on the advancement of research in the field of Prognostics and Health Management (PHM). The organization publishes a range of research articles that contribute to the understanding and development of methodologies for anomaly detection in complex systems, particularly in power plants. Their published works explore innovative approaches, such as a two-stage methodology for improving anomaly detection performance through advanced feature engineering and the use of Autoencoders. The research emphasizes the challenges posed by imbalanced data and the need for precise identification of abnormal events in operational settings. By addressing these issues, the PHM Society aims to enhance the reliability and efficiency of monitoring systems across various industries. The organization serves as a platform for researchers and practitioners to disseminate findings and collaborate on solutions that advance the field of PHM, thereby contributing to the broader landscape of non-profit and charitable organizations focused on technological and scientific progress.