Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: An improved latent correlation anomaly detection (LCAD) method is proposed to detect anomalies from condition monitoring datasets of industrial equipment. Above all, original data re segmented to various work cycles. Then, latent correlation vector (LCV) was used to denote the latent correlation among different parameters. Based on a latent correlation probabilistic model (LCPM), an anomaly detection function (ADF) is formulated to determine the state of equipment. In order to compare this method with previously reported anomaly detection methods, simulated datasets re constructed to evaluate the effectiveness of this method. Another experiment was also conducted to test the applicability of this method based on real flight datasets. Both experiments demonstrated superior accuracy and much lor missing alarm rates of this improved LCAD method.
['Shisheng Zhong', 'Hui Luo', 'Lin Lin', 'Xuyun Fu']
I am writing a research paper on a idea An improved correlation-based anomaly detection approach for condition monitoring data of industrial equipment
[{"from": "human", "value": "I am writing a research paper on a idea An improved correlation-based anomaly detection approach for condition monitoring data of industrial equipment"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: An improved latent correlation anomaly detection (LCAD) method is proposed to detect anomalies from condition monitoring datasets of industrial equipment. Above all, original data re segmented to various work cycles. Then, latent correlation vector (LCV) was used to denote the latent correlation among different parameters. Based on a latent correlation probabilistic model (LCPM), an anomaly detection function (ADF) is formulated to determine the state of equipment. In order to compare this method with previously reported anomaly detection methods, simulated datasets re constructed to evaluate the effectiveness of this method. Another experiment was also conducted to test the applicability of this method based on real flight datasets. Both experiments demonstrated superior accuracy and much lor missing alarm rates of this improved LCAD method."}]