Multi-agent, multi-objective wellbore gas-lift optimization

A method comprising:

• receiving, from a first robot associated with a first wellbore and by a processing device, first reservoir data associated with a first subterranean reservoir to be penetrated by the first wellbore, the first wellbore being associated with a first cluster of wellbores of a plurality of clustered wellbores;
• simulating, by the processing device, production using the first reservoir data associated with the first subterranean reservoir and using a physics-based model, a machine learning model, or a hybrid physics-based machine learning model for the first subterranean reservoir to provide first production data;
• receiving, from a second robot associated with a second wellbore and by the processing device, second reservoir data associated with a second subterranean reservoir to be penetrated by the second wellbore, the second wellbore being associated with a second cluster of wellbores of the plurality of clustered wellbores;
• simulating, by the processing device, production using the second reservoir data associated with the second subterranean reservoir and using the physics-based model, the machine learning model, or the hybrid physics-based machine learning model for the second subterranean reservoir to provide second production data;
• performing, by the processing device, a Bayesian optimization of an objective function of the first and second production data subject to gas injection constraints and convergence criteria to produce gas-lift parameters, the Bayesian optimization being performed for each of the first cluster of wellbores, the second cluster of wellbores, and across the plurality of clustered wellbores;
• and
• applying, by the processing device, the gas-lift parameters to a gas supply arrangement by performing a gas-lift control using the first robot or the second robot based on the gas-lift parameters in response to the convergence criteria being met to control an injection of gas into the first wellbore or the second wellbore.

A non-transitory computer-readable medium comprising instructions that are executable by a processing device for causing the processing device to perform operations comprising:

• receiving, from a first robot associated with a first wellbore and by the processing device, first reservoir data associated with a first subterranean reservoir to be penetrated by the first wellbore, the first wellbore being associated with a first cluster of wellbores of a plurality of clustered wellbores;
• simulating, by the processing device, production using the first reservoir data associated with the first subterranean reservoir and using a physics-based model, a machine learning model, or a hybrid physics-based machine learning model for the first subterranean reservoir to provide first production data;
• receiving, from a second robot associated with a second wellbore and by the processing device, second reservoir data associated with a second subterranean reservoir to be penetrated by the second wellbore, the second wellbore being associated with a second cluster of wellbores of the plurality of clustered wellbores;
• simulating production using the second reservoir data associated with the second subterranean reservoir and using the physics-based model, the machine learning model, or the hybrid physics-based machine learning model for the second subterranean reservoir to provide second production data;
• performing a Bayesian optimization of an objective function of the first and second production data subject to gas injection constraints and convergence criteria to produce gas-lift parameters, the Bayesian optimization being performed for each of the first cluster of wellbores, the second cluster of wellbores, and across the plurality of clustered wellbores;
• and
• applying the gas-lift parameters to a gas supply arrangement by performing a gas-lift control using the first robot or the second robot based on the gas-lift parameters in response to the convergence criteria being met to control an injection of gas into the first wellbore or the second wellbore.