Abstract: A safety actuator apparatus for a baling machine comprising an extension member coupled to a baling machine having at least one baling chamber, the extension member having at least one end extending outwardly from the baling machine and a support member comprising a safety actuated retention component that aligns with and is configured to contact and restrain the at least one end of the extension member. The apparatus further comprises a detection device for identifying the presence of an obstacle in a predetermined path or a trajectory of movement of at least one component of the baling machine and a communication device configured to send a signal from the detection device to the safety actuated retention component and engage the safety actuated retention component to restrain the movement of at least one component of the baling machine.

Abstract: Predictive analysis systems and methods use and correlate data from historic events to identify trends and develop corrective maintenance and logistics actions in various technology areas, such as the transportation industry, the manufacturing industry, or any other suitable industry that experiences equipment failure. The predictive analysis method and also determines the adequacy and compliance of the requirements prior to the failure of a system in order to preemptively minimize and eliminate these negative outcomes. Current failure trends may be evaluated for one or several components of a given system, which may be the frequency of incidence of failure of one or more components of the system. Engineering instructions for repair may also be evaluated when a failure of one or more components of the system has taken place. On the basis of this information, future failure trends may be forecast and supply channels and maintenance and repair protocols may be updated in order to decrease component failure.