Drilling control
A system and method that include receiving sensor data during drilling of a portion of a borehole in a geologic environment. The system and method also include selecting a drilling mode from a plurality of drilling modes based at least on a portion of the sensor data. The system and method additionally include simulating drilling of the borehole using the selected drilling mode in a multi-dimensional spatial environment to generate a simulated state of the borehole in the geologic environment. The system and method further include analyzing the simulated state of the borehole and generating a reward using the simulated state of the borehole and a planned borehole trajectory and using the reward to train an agent to provide automated directional drilling with transitions between at least one of: a plurality of drilling modes and a plurality of toolface settings.
1 . A method, comprising:
receiving sensor data by a computing system during drilling of a portion of a borehole in a geologic environment;
selecting a drilling mode from a plurality of drilling modes based at least on a portion of the sensor data, the plurality of drilling modes including: a rotary drilling mode and a sliding drilling mode;
simulating, by the computing system, drilling of the borehole using the selected drilling mode in a multi-dimensional spatial environment to generate a simulated state of the borehole in the geologic environment;
analyzing, by the computing system, the simulated state of the borehole;
generating, by the computing system, a reward using the simulated state of the borehole and a planned borehole trajectory;
by the computing system, using the reward to train an agent to provide automated directional drilling with transitions between at least one of: the plurality of drilling modes and a plurality of sliding drilling mode downhole motor toolface settings; and
by the computing system, responsive to the provided automated directional drilling, drilling an additional portion of the borehole in accordance with the provided automated directional drilling with the transitions.
2 . The method of claim 1 , wherein selecting the drilling mode includes defining a coordinate system for a portion of a drillstring using at least a portion of the sensor data.
3 . The method of claim 1 , wherein simulating drilling of the borehole includes simulating using a hole propagation method based on commands using at least one of the plurality of drilling modes.
4 . The method of claim 1 , wherein:
the sliding drilling mode includes at least one of: a sliding up drilling mode and a sliding down drilling mode; and
the agent is trained to provide automated directional drilling with transitions between the sliding up drilling mode, the sliding down drilling mode, and the rotary drilling mode.
5 . The method of claim 1 , wherein:
the plurality of sliding drilling mode downhole motor toolface settings includes a plurality of toolface angles; and
the agent is trained to provide automated directional drilling with transitions between the plurality of toolface angles.
6 . The method of claim 1 , wherein the reward is determined at each interval as to a measured distance along an axis of a trajectory of the planned borehole trajectory.
7 . The method of claim 1 , wherein the reward:
is evaluated based on accuracy with respect to the planned borehole trajectory; and
is output as a positive reward or a negative reward based on the accuracy.
8 . The method of claim 7 , wherein the generating the reward includes receiving a planned survey as an input and comparing it with actual drilled point locations that are output as part of the simulated state of the borehole to return a scalar that pertains to the accuracy with respect to the planned borehole trajectory.
9 . The method of claim 1 , wherein the reward penalizes transitions in sliding drilling mode downhole motor toolface settings.
10 . A system, comprising:
one or more processors;
memory accessible by the one or more processors; and
processor-executable instructions stored in the memory and executable by the one or more processors to instruct the system to:
receive sensor data by a computing system during drilling of a portion of a borehole in a geologic environment;
select a drilling mode from a plurality of drilling modes based at least on a portion of the sensor data, the plurality of drilling modes including: a rotary drilling mode and a sliding drilling mode;
simulate, by the computing system, drilling of the borehole using the selected drilling mode in a multi-dimensional spatial environment to generate a simulated state of the borehole in the geologic environment;
analyze, by the computing system, the simulated state of the borehole;
generate, by the computing system, a reward using the simulated state of the borehole and a planned borehole trajectory;
by the computing system, using the reward to train an agent to provide automated directional drilling with transitions between at least one of: the plurality of drilling modes and a plurality of sliding drilling mode downhole motor toolface settings; and
by the computing system, responsive to the provided automated directional drilling, drill an additional portion of the borehole in accordance with the provided automated directional drilling with the transitions.
11 . The system of claim 10 , wherein the instructions to select the drilling mode include defining a coordinate system for a portion of a drillstring using at least a portion of the sensor data.
12 . The system of claim 10 , wherein the instructions to simulate drilling of the borehole include simulating using a hole propagation method based on commands using at least one of the plurality of drilling modes.
13 . The system of claim 10 , wherein:
the sliding drilling mode includes at least one of: a sliding up drilling mode and a sliding down drilling mode; and
the agent is trained to provide automated directional drilling with transitions between the sliding up drilling mode, the sliding down drilling mode, and the rotary drilling mode.
14 . The system of claim 10 , wherein:
the plurality of sliding drilling mode downhole motor toolface settings includes a plurality of toolface angles; and
the agent is trained to provide automated directional drilling with transitions between the plurality of toolface angles.
15 . The system of claim 10 , wherein the reward is determined at each interval as to a measured distance along an axis of a trajectory of the planned borehole trajectory.
16 . The system of claim 10 , wherein the reward is evaluated based on accuracy with respect to the planned borehole trajectory and is output as a positive reward or a negative reward based on the accuracy.
17 . The system of claim 16 , wherein the generating the reward includes receiving a planned survey as an input and comparing it with actual drilled point locations that are output as part of the simulated state of the borehole to return a scalar that pertains to the accuracy with respect to the planned borehole trajectory.
18 . The system of claim 10 , wherein the reward penalizes transitions in sliding drilling mode downhole motor toolface settings.
19 . A non-transitory computer-readable storage medium storing instructions that, when executed by a computer, which includes one or more processors, perform a method, the method comprising:
receiving sensor data by a computing system during drilling of a portion of a borehole in a geologic environment;
selecting a drilling mode from a plurality of drilling modes based at least on a portion of the sensor data, the plurality of drilling modes including: a rotary drilling mode and a sliding drilling mode;
simulating, by the computing system, drilling of the borehole using the selected drilling mode in a multi-dimensional spatial environment to generate a simulated state of the borehole in the geologic environment;
analyzing, by the computing system, the simulated state of the borehole;
generating, by the computing system, a reward using the simulated state of the borehole and a planned borehole trajectory;
by the computing system, using the reward to train an agent to provide automated directional drilling with transitions between at least one of: the plurality of drilling modes and a plurality of sliding drilling mode downhole motor toolface settings; and
by the computing system, responsive to the provided automated directional drilling, drilling an additional portion of the borehole in accordance with the provided automated directional drilling with the transitions.
20 . The non-transitory computer-readable storage medium of claim 19 , wherein the reward:
is evaluated based on accuracy with respect to the planned borehole trajectory; and
is output as a positive reward or a negative reward based on the accuracy.