Efficient nested modifier-adaptation methodology for dealing with process constraints in real-time optimization

•MA brings the process to the real optimum despite the presence of uncertainty.•MA approach for dealing with constraints without increasing the number of modifiers.•Computing the modifiers from the gradient of the Lagrangian function.•The described method requires a single gradient modifier per process input.•It is illustrated in simulation, implemented on a depropanizer distillation column