Identifying lost-circulation events in downhole drilling systems
A drilling fluid management system may measure drilling parameters for a downhole drilling system, the drilling parameters including standpipe pressure. A drilling fluid management system may determine, based on the drilling parameters, a mechanical specific energy (MSE). A drilling fluid management system may apply a changepoint model to the MSE and the standpipe pressure to identify a plurality of MSE segments and a plurality of pressure segments. A drilling fluid management system may identify an expected MSE and an expected pressure. A drilling fluid management system may identify an MSE segment having the segment MSE that differs from the expected MSE by an MSE threshold, and a pressure segment having the segment pressure that differs from the expected pressure by a pressure threshold. A drilling fluid management system may identify a lost-circulation period based on an overlap of the MSE segment and the pressure segment.
1 . A method for identifying a lost-circulation event in a downhole drilling system, the method comprising:
measuring drilling parameters for the downhole drilling system, the drilling parameters including standpipe pressure;
determining, based on the drilling parameters, a mechanical specific energy (MSE);
applying a changepoint model to the MSE and the standpipe pressure to identify a plurality of MSE segments and a plurality of pressure segments, each MSE segment having a segment MSE and each pressure segment having a segment pressure;
identifying a lost-circulation period based on an overlap of a difference between an expected MSE and the segment MSE and an expected pressure and the segment pressure;
using the lost-circulation period, identifying a mitigating action, the mitigating action including an additive amount and an additive schedule of an additive to a drilling fluid; and
implementing the mitigating action by adding the additive to the drilling fluid with the additive amount and according to the additive schedule.
2 . The method of claim 1 , wherein measuring the drilling parameters includes measuring torque, rotation per minute (RPM), rate of penetration (ROP), and weight-on-bit (WOB), and wherein determining the MSE includes determining the MSE using the torque, the RPM, the ROP, and the WOB.
3 . The method of claim 1 , further comprising:
identifying the expected MSE for each MSE segment of the plurality of MSE segments and the expected pressure for each pressure segment of the plurality of pressure segments; and
identifying an MSE segment of the plurality of MSE segments having the segment MSE that differs from the expected MSE in the MSE segment by an MSE threshold, and a pressure segment of the plurality of pressure segments having the segment pressure that differs from the expected pressure in the pressure segment by a pressure threshold, and wherein identifying the lost-circulation period is based on the overlap of the MSE segment and the pressure segment.
4 . The method of claim 1 , wherein identifying the lost-circulation period includes identifying the lost-circulation period based on a period of time over which the segment MSE and the segment pressure overlap.
5 . The method of claim 1 , wherein the segment MSE and the segment pressure have at least one of a different start time, end time, or duration.
6 . The method of claim 1 , wherein an MSE quantity of the plurality of MSE segments is different than a pressure quantity of the plurality of pressure segments.
7 . The method of claim 1 , wherein identifying the lost-circulation period includes identifying a void.
8 . A downhole drilling system, comprising:
a plurality of drilling parameter sensors; and
a processor and memory, the memory including instructions that cause the processor to:
measure drilling parameters with the plurality of drilling parameter sensors, the drilling parameters including standpipe pressure;
determine, based on the drilling parameters, a mechanical specific energy (MSE);
apply a changepoint model to the MSE and the standpipe pressure to identify a plurality of MSE segments and a plurality of pressure segments, each MSE segment having a segment MSE and each pressure segment having a segment pressure;
identify a lost-circulation period based on an overlap of a difference between an expected MSE and the segment MSE and an expected pressure and the segment pressure;
using the lost-circulation period, identifying a mitigating action, the mitigating action including an additive amount and an additive schedule of an additive to a drilling fluid; and
implementing the mitigating action by adding the additive to the drilling fluid with the additive amount and according to the additive schedule.
9 . The downhole drilling system of claim 8 , wherein measuring the drilling parameters includes measuring torque, rotation per minute (RPM), rate of penetration (ROP), and weight-on-bit (WOB), and wherein determining the MSE includes determining the MSE using the torque, the RPM, the ROP, and the WOB.
10 . The downhole drilling system of claim 8 , wherein the instructions further cause the processor to:
identify the expected MSE for each MSE segment of the plurality of MSE segments and the expected pressure for each pressure segment of the plurality of pressure segments; and
identify an MSE segment of the plurality of MSE segments having the segment MSE that differs from the expected MSE in the MSE segment by an MSE threshold, and a pressure segment of the plurality of pressure segments having the segment pressure that differs from the expected pressure in the pressure segment by a pressure threshold, and wherein identifying the lost-circulation period is based on the overlap of the MSE segment and the pressure segment.
11 . The downhole drilling system of claim 8 , wherein identifying the lost-circulation period includes identifying the lost-circulation period based on a period of time over which the segment MSE and the segment pressure overlap.
12 . The downhole drilling system of claim 8 , wherein the segment MSE and the segment pressure have at least one of a different start time, end time, or duration.