Model-Free Adaptive Control
                          of Rotary Kilns 
                        
                          
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                            | • Anti-Delay
                              MFA handles large time delays in
                              kiln temperature loop. | 
                            • Temperature control is improved by at
                              least a 50% reduction in temperature variability. | 
                           
                          
                            | • Prevents product overheating. | 
                            • Fuel or coal consumption is sharply reduced. | 
                           
                          
                            | • Feedforward and robust MFA controllers
                              deal with large load changes. | 
                            • Temperature and other key process variables
                              remain under automatic control all the time. | 
                           
                          
                            | • Reduces variation in temperature and product
                              quality variable.  | 
                            • Product quality, product grade, and production
                              efficiency are improved and scrap is reduced. | 
                           
                          
                            | • Improves efficiency & productivity. | 
                            • Full investment is returned in months
                              if not sooner. | 
                           
                         
                         
                        
                          
                             
                              An Anti-delay
                              MFA controller with feedforward 
                              and robust functions manipulates coal flow  
                              intelligentlyto achieve tight kiln temp (blue) control.
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                        Case History:
                          MFA Control at Zhong-Zhou Alumina Plant 
                         A sintering process uses low-grade ore
                          to manufacture alumina (aluminum oxide). A rotary kiln
                          treats slurry mixed with lowgrade ore, limestone and
                          caustic soda at a high temperature. The kiln is coal-fired
                          to a temperature of 1200-1300 °C. The slowly rotating
                          kiln is tilted to allow material to exit. The material
                          goes through a digestion/clarification process to extract
                          aluminum ore from bauxite and refine it to produce alumina. 
                           
                          Large time delays and other disturbances make control
                          a challenge. Kiln temperatures must be kept in spec,
                          although temperature fluctuations as high as +/-100
                          to 200 °C are common. This is critical: too high
                          a temperature causes excessive reactions and damages
                          the refractory lining, yet too low a temperature causes
                          insufficient reactions and poor yield. A long time delay
                          exists between the coal feeder speed change to the time
                          it takes for burning coal to affect kiln temperature.
                          The delay also varies when the material load and rotation
                          speed change. 
                           
                          The process has a large Tau/T ratio of 5 (Tau=delay
                          time, T=time constant). Since PID controller can only
                          deal with a Tau/T ratio of 1 without de-tuning, kiln
                          temperature loops are typically detuned or in manual
                          control. The process also has disturbances from variations
                          in ore inflow, suction airflow, and coal BTU value. 
                           
                          The rotary kiln is now controlled by a PLC monitored
                          by HMI software running on PCs. MFA
                          control software provides advanced regulatory
                          control for the kiln, networked via the HMI software.
                          An Anti-Delay
                          MFA controller maintains kiln temperature
                          by manipulating screw speed of the coal-feeding machine.
                          It compensates for disturbances and uncertainties and
                          implements robust bounds to prevent the furnace from
                          running too hot or too cold. 
                           
                          A Feedforward
                          MFA controller adjusts for slurry feed
                          variations, and another MFA controller manipulates airflow
                          based on the cross-limited control scheme to adjust
                          the fuel-air ratio. 
                           
                          With MFA control, the kiln can be automatically controlled
                          under all conditions. Temperature is controlled within
                          the +/-30 °C specification. Major energy savings
                          are achieved due to less temperature variations and
                          better combustion. 
                           
                          Manual control often produces low quality product or
                          scrap. MFA control results in higher efficiency, quality
                          and yield. The plant verifies that MFA control produces
                          high-grade product in each batch. 
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