Practical implementation aspects and experimental results of model predictive controllers inElectric Submersible pumps

Практические аспекты реализации и экспериментальные результаты предиктивных контроллеров для электрических погружных насосов
Leizer Schnitman, Carine Menezes Rebello, Érbet Almeida Costa, Odilon S.L. de Abreu, Galdir Reges, Marcos Pellegrini Ribeiro, Tiago de Oliveira Silva, Marcio Fontana, Idelfonso B. R. Nogueira
2026-01-01

MPC with input targetselectric submersible pumps (ESPs)model predictive control (MPC)model predictive controllersreal-time C++ deployment in supervisory and control system
This study presents practical details and results from implementing model-based predictive controllers for artificial lift systems in oil production, which utilise electrical submersible pumps (ESPs). The proposed methodology integrates the existing instrumentation architecture with new control systems and techniques. This work implements two control strategies: a standard MPC and an MPC with input targets. Both were executed in real time, encapsulated in a C++ executable, and deployed within Petrobras's supervisory and control system. The results include an analysis of the instrumentation system, a discussion of operation under unmeasured disturbances and constraints, and a comparison of the controllers. The findings are extensive and indicate that both controllers stabilise the system, ensure constraint satisfaction, and appropriately compensate disturbances.
1
Both controllers appropriately compensate for unmeasured disturbances during operation.
2
Both controllers were deployed within Petrobras's supervisory and control system and integrated with existing instrumentation architecture.
3
Experimental results show both controllers stabilise the ESP system while ensuring constraint satisfaction.
4
Implemented two real-time model predictive control strategies for ESP-based artificial lift: standard MPC and MPC with input targets, packaged as a C++ executable.
5
The study provides an analysis of the instrumentation system and discusses controller operation under constraints and unmeasured disturbances.

Electrical submersible pump (ESP)-based artificial lift system in oil production including its instrumentation and supervisory control deployment

Practical implementation and real-time performance of model predictive controllers (standard MPC and MPC with input targets) including integration with existing instrumentation, disturbance compensation, constraint satisfaction, and comparative stabilization results

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2026-01-01
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Leizer Schnitman
Carine Menezes Rebello
Érbet Almeida Costa
Odilon S.L. de Abreu
Galdir Reges
Marcos Pellegrini Ribeiro
Tiago de Oliveira Silva
Marcio Fontana
Idelfonso B. R. Nogueira
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