System and method for event detection using streaming signals
View Patent ↗Systems and methods compute dysfunctions via amplitude envelopes that deviate from a mean (normal) state behavior. The envelope function is constructed from a recursive application of the maximum signal value within a given window size. The aforementioned operations are causal and computationally affordable as relative short moving windows are required to trail the current point. Therefore, the proposed envelope and dysfunction calculations are amenable for any source of data streams measured at high sample rates. The effectiveness of the computing is validated as representing multiple physics in real time field drilling operations.
1. A method for real-time drilling dysfunction, the method comprising:
determining, via a computing device operably coupled to a drill string, an amplitude envelope and an envelope function from a recursive application of a maximum signal value within a given window size;
configuring, via the computing device, a mean function for estimating a normal state of the signal within the window size;
determining, in real time via the computing device, a dysfunction operator to generate a dysfunction profile by generating a comparison of the envelope function to the mean function;
mapping, via the computing device, various attributes of the comparison to create a mapped comparison; and
optimizing, via the computing device, one or more parameters of a drilling operation using the mapped comparison.
2. The method of claim 1 , further comprising;
determining, via the computing device, dysfunctions for detecting drilling equipment failure.
3. The method of claim 1 , wherein the signal comprises streaming data.
4. The method of claim 1 , wherein the signal is selected from the group consisting of axial vibration, down-hole RPM, down-hole torque, gravitational acceleration, centripetal acceleration, radial acceleration, tangential acceleration, distance from surface, surface RPM, surface torque, hole depth, or rig state.
5. The method of claim 1 , wherein the signal is obtained from one or more downhole tri-axial accelerometers.
6. The method of claim 1 , wherein the one or more parameters of the drilling operation are toque, weight on bit, and/or radial acceleration at one or more location on the drill string.
7. A system for optimizing drilling operations, the system comprising:
one or more sensors configured to provide a signal in a well;
a processor; and
a non-transitory storage medium with program logic tangibly stored thereon that, when executed by the processor, causes the processor to:
determine an amplitude envelope and an envelope function from a recursive application of a maximum signal value within a given window size;
configure a mean function for estimating a normal state of the signal within the window size;
determine, in real time, a drilling dysfunction operator to generate a drilling dysfunction profile by generating a comparison of the envelope function to the mean function;
map various attributes of the comparison to create a mapped comparison; and
apply the drilling dysfunction profile to an activity producing the signal to optimize one or more parameter of a drilling operation of the drilling equipment.
8. The system of claim 7 , wherein the program logic further causes the processor to determine dysfunctions for detecting drilling equipment failure.
9. The system of claim 7 , wherein the signal comprises streaming data.
10. The system of claim 9 , wherein the program logic further causes the processor to compute a real time drilling dysfunction.
11. The system of claim 7 , wherein the signal is selected from the group consisting of axial vibration, down-hole RPM, down-hole torque, gravitational acceleration, centripetal acceleration, radial acceleration, tangential acceleration, distance from surface, surface RPM, surface torque, hole depth, or rig state.
12. The system of claim 7 , wherein the signal is obtained from one or more downhole tri-axial accelerometers.
13. The system of claim 7 , wherein the one or more parameters of the drilling operation are toque, weight on bit, and/or radial acceleration at one or more location on the drilling equipment.