Abstract: The present invention relates to an automatic prediction system for a server failure, which monitors the status of a single server connected to a network and providing web, DB and network services, and predicts and warns a server failure of a target system by using the collected status data of the single server. The automatic prediction system for a server failure comprises: a data collection module to collect status information of a server and service of a target system; a model generation and optimization module to generate a CNN-based failure prediction model by using the collected data and to optimize model parameters and hyper-parameter values; and a prediction module to perform online failure prediction by using the optimized CNN-based failure prediction model.

Abstract: The present invention relates to an automatic prediction system for a server failure, which monitors the status of a single server connected to a network and providing web, DB and network services, and predicts and warns a server failure of a target system by using the collected status data of the single server. The automatic prediction system for a server failure comprises: a data collection module to collect status information of a server and service of a target system; a model generation and optimization module to generate a CNN-based failure prediction model by using the collected data and to optimize model parameters and hyper-parameter values; and a prediction module to perform online failure prediction by using the optimized CNN-based failure prediction model.

Abstract: The present invention relates to a virtualized resource monitoring system which collects system resource-related information and log and can analyze a usage rate of computing resources of a virtual machine. A virtualized resource monitoring system (RV-MON) according to the present invention includes: an RV-MON agent which collects resource information of a plurality of virtualization servers and a plurality of virtual machines through a hypervisor; and an RV-MON service unit which integrates, stores, and aligns the resource information, and provides the resource information to an external module a storage pattern set from a monitoring unit.