Post-operative longitudinal failure analysis using obtained sensor data of a physical machine

A physical equipment monitoring and sensor control system, comprising:

• multiple sensor devices, each attached to separate physical equipment, wherein each of the multiple sensor devices comprise an accelerometer and a thermal sensor, and wherein each attached sensor device is configured to periodically generate data and transmit the generated data to a computing device, and wherein the generated data includes a timestamp for each respective occurrences of the generated data, and wherein the sensor device is configured to receive remote configuration files and/or commands to change operational functionality of the sensor device;
• and
• one or more servers, comprising one or more non-transitory computer-readable media storing computer-executable instructions that, when executed on one or more processors, cause the one or more processors to perform operations:
• receiving from a first sensor device that is attached to a first physical equipment, data generated by the attached sensor device, wherein the attached first sensor device is configured to periodically generate data and transmit the generated data to a computing device, and wherein the generated data includes a timestamp for each respective occurrences of the generated data, wherein the attached first sensor device comprises a production configuration file that controls the sampling interval and/or sampling rate of data by the attached first sensor device;
• periodically receiving, via one or more servers, the generated data by the attached first sensor device;
• storing the generated data in a data repository, wherein the data repository includes generated data obtained from multiple different sensors each attached to a respective different physical equipment;
• identify based on the periodically received generated data, the occurrence of an operational anomaly associated with the first physical equipment;
• generating a user interface comprising a first portion depicting a description of the determined one or more anomalies, and a second portion depicting detailed information associated with an input selection, via the user interface, associated with the determined one or more anomalies;
• ceasing receiving data from the attached first sensor device of the first physical equipment for a period of time while a maintenance operation is performed on the first physical equipment to remedy the identified anomaly;
• after the maintenance operation has been performed, periodically receiving, by the one or more servers, additional data generated by the attached first sensor device;
• evaluating, at least in part, the additional data generated by the attached first sensor device, to determine whether the identified anomaly associated with the physical equipment has been resolved;
• generating the user interface indicating a healthy or normal state of the physical equipment if the identified anomaly associated with the physical equipment has been resolved;
• receiving, via the user interface, a first input indicating that the equipment is under maintenance;
• in response to receiving the first input, generating a configuration file for transmission to the attached first sensor device, wherein the configuration file includes one or more parameters to change a sampling interval value and/or a sampling duration period value, and wherein the first input changes a status associated with the physical equipment;
• transmitting, via a server, the configuration file to the attached first sensor device;
• receiving the configuration file by the attached first sensor device;
• and
• in response to receiving the configuration file by the attached first sensor device, changing a mode of operation of the sampling interval and/or sampling duration period of the attached first sensor device.