The plant operators were facing plant insufficiencies such as 10% product blow off (average), inefficient load distribution across five production plants creating high production cost. Furthermore, fast demand changes in the complex network created stress at plant operators and frequent start/stop of plants and compressors increased risk and reduced asset lifetime.