Design and simulation of immune controller based on Varela immune network model
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摘要: Varela免疫網絡模型是繼Jerne獨特性網絡模型之后的第二代網絡模型,Varela免疫網絡模型描述的是沒有外來抗原作用時的T、B細胞因子的動態平衡關系.本文在此基礎上建立了一種考慮抗原的改進的Varela免疫網絡模型.然后基于這種能夠在一定程度上合理描述生物免疫特性的改進Varela免疫網絡模型,構造了一類與被控對象無關的免疫控制器模型.以大慣性大滯后模型為被控對象,采用仿真的方法研究了該免疫控制器的特性.仿真研究與分析表明:該免疫控制器具有一定的記憶和自學習能力,具有較好的抗純滯后及參數自適應性能.文中將這種免疫控制器的參數變化對控制系統的影響也作了仿真研究.
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關鍵詞:
- 人工免疫 /
- Varela免疫模型 /
- 免疫控制器 /
- 仿真研究
Abstract: The immune network model of Varela is the second generation network model following the Jerne's.The dynamic balance relation of T and B cells without antigen effect is described in Varela immune network model.An improved Varela's immune network model considering antigen base on Varela's immune network model was founded.Some biologic characteristics can be described by the improved Varela's immune network model to a certain extent.Then an immune controller model was constructed on base of the improvement Varela's immune network model that is independent of system object model.With a big lag model as the controlled plant,the characteristic of the immune controller was studied with simulation.The result indicates that the controller has the memory,self-learning ability,the good anti-delay and self-adapting performance.The influence of controller parameter change on the control system performance was also studied with simulation.-
Key words:
- artificial immunity /
- Varela immune model /
- immune controller /
- simulation
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