MIT CogNet, The Brain Sciences ConnectionFrom the MIT Press, Link to Online Catalog
SPARC Communities
Subscriber : Stanford University Libraries » LOG IN

space

Powered By Google 
Advanced Search

 

Slipping Neural Networks into the Control Room: Plant Operating Experiences

 Nunzio Bonavita
  
 

Abstract:
(Invited Talks)

Modern industrial plants are mostly characterized by highly complex processes and layouts. The complexity stems from the number of inputs and outputs, the frequent occurrence of delays, the inherent process non-linearity and from the high degree of interconnection between the various process units (heat regeneration, product flow recirculation, etc.) which has steadily increased over the last 10 years. Complexity management strategies have largely relied on new technologies able to provide better control and monitoring functions, eventually proving themselves able to increase return on existing capital investment in plants. In this framework, Neural technology has distinguished itself as a very effective tool to solve modeling and optimization problems in the continuous process industry. However its application is still not so widespread as it should be, the main hurdles being much more related to difficulties in approaching the control room environment than to actual algorithmic or technological challenges. The talk discusses how Neural Networks can be introduced as normal, basic components inside complex, high-performing control strategies. The key issue is taking care of all the side aspects so that the new functionalities are perceived as a relief and not as an additional burden or a complication. Control room personnel is rightly conservative because he is requested to keep complex, uncertain and not completely observable plants running in almost any operating conditions and under an increasing number of constraints (economical, legal, environmental, etc.). Successfully applications cannot be dropped by just a management's decision into the control room: it should be very clear that plant operators are the actual "end-users" and any project needs their earnestly support and involvement. The best way to let them fully exploit the advantages new technologies bring, is to carefully percolate new capabilities into the familiar control room equipment and diplays. Our successful experience is based on a tight cooperation between the American and Italian company units. The proper merging of technologies, local capabilities and process know-how made available to the Italian market, is allowing the national process industry community to really benefit from what high-tech may offer.

Nunzio Bonavita was born in 1960 at Stazzema (Lucca), Italy. He graduated in Particle Physics from the University of Pisa in 1986. After having gained experience in data analysis and modeling in the experiment for the Top Quark quest at Fermi National Laboratory (Batavia - Illinois), he joined Elsag Bailey Hartmann & Braun SpA, Genova, Italy. Nunzio has been working in the field of Simulation and Advanced Process Control for 12 years. Currently he is APC Group Leader in the Advanced Application Services department. In his current position, he is responsible for coordination of advanced process control implementation for power plants and process industries. He has published over 30 papers on these subjects.

 
 


© 2010 The MIT Press
MIT Logo