Systems and methods may include receiving real-time data from real components operating in a real-world environment. The systems and methods may further include generating a virtual representation of the real components based on the real-time data received from the real components and historical data associated with the real components. In addition, the systems and methods may include determining whether the real-time data from a component of the real components indicates an anomaly. The systems and methods also may include, in response to determining that the real-time data from the component indicates the anomaly, determining whether the anomaly indicated by the real-time data from the component is consistent with the virtual representation of the real components. Moreover, the systems and methods may include, in response to determining that the anomaly indicated by the real-time data from the component is not consistent with the virtual representation of the real components, determining that the component is a malfunctioning component.