On improving the efficiency of modifier adaptation via directional information

•Modifier adaptation for real-time optimization requires estimating plant gradients.•Efficient ways to implement estimation of plant gradients in practice are proposed.•One approach uses the knowledge of the active set to reduce the number of modifiers.•Another approach determines the dominant gradients using sensitivity analysis.•Near plant optimality is reached efficiently and the experimental effort is reduced.