A monitoring device considering resources and a cloud integrated operating system comprising the same

A cloud integrated operation system comprising:

• a management device configured to manage a virtual machine operated on a physical server;
• a monitoring device configured to monitor an operation of the virtual machine;
• and
• a learning model recommendation device configured to recommend a monitoring learning model required for the monitoring device to implement a monitoring function,
• wherein the monitoring device includes a transmission and reception module configured to collect information generated in the virtual machine, a monitoring module configured to monitor whether the virtual machine operates abnormally based on the information of the virtual machine collected by the transmission and reception module, a model operating module configured to operate the monitoring learning model that assists in a monitoring function of the monitoring module in response to a request from the monitoring module, a schedule module configured to determine an operating time of the monitoring learning model through a predetermined time determination method so that the monitoring learning model can be operated within allocated resources, and a model selection module configured to select the monitoring learning model that is operated in the model operating module that satisfies predetermined operation conditions,
• the model selection module requests the learning model recommendation device to recommend the monitoring learning model that satisfies the predetermined operation conditions, and
• the learning model recommendation device recommends a learning model that satisfies predetermined recommendation conditions under which a pre-stored learning model is similar to the monitoring learning model with a degree of similarity equal to or higher than a first degree of similarity among pre-stored learning models.

A monitoring method for monitoring an operation of at least one virtual machine operated on a physical server within allocated resources of a cloud integrated operation system through a monitoring device, the monitoring method comprising:

• collecting, by a transmission and reception module, operating information generated in the virtual machine;
• monitoring, by a monitoring module, whether the virtual machine operates abnormally based on the operating information;
• operating, by a model operating module, a monitoring learning model that assists in a monitoring function of the monitoring module in response to a request from the monitoring module;
• and
• determining, by a schedule module, an operating time of the monitoring learning model through a predetermined time determination method so that the monitoring learning model can be operated within allocated resources.