Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
An Extended Self-Organizing Map Network for Modeling and Control of Pulse Jet Fabric Filters
Pulse jet fabric filters (PJFFs) have become an attractive option of particulate collection utilities, because they can meet stringent particulate emission limits regardless of variation in operating conditions. Despite their wide applications, the present control algorithm for PJFFs can best be described as rudimentary. In this paper, a modeling and control strategy based on the local model network (LMN) is proposed. An extended self-organizing map (ESOM) network is developed to construct the LMN model of the filtration process using the filter's input-output data. Subsequently, these ESOM local models are incorporated into the design of local generalized predictive controllers (GPC), and the proposed controller design is obtained as the weighted sum of these local controllers. Simulation results show that the proposed controller design yields a better performance than both conventional GPC and proportional plus integral (PI) controllers yield.
An Extended Self-Organizing Map Network for Modeling and Control of Pulse Jet Fabric Filters
Pulse jet fabric filters (PJFFs) have become an attractive option of particulate collection utilities, because they can meet stringent particulate emission limits regardless of variation in operating conditions. Despite their wide applications, the present control algorithm for PJFFs can best be described as rudimentary. In this paper, a modeling and control strategy based on the local model network (LMN) is proposed. An extended self-organizing map (ESOM) network is developed to construct the LMN model of the filtration process using the filter's input-output data. Subsequently, these ESOM local models are incorporated into the design of local generalized predictive controllers (GPC), and the proposed controller design is obtained as the weighted sum of these local controllers. Simulation results show that the proposed controller design yields a better performance than both conventional GPC and proportional plus integral (PI) controllers yield.
An Extended Self-Organizing Map Network for Modeling and Control of Pulse Jet Fabric Filters
Zhuang, Hualiang (Autor:in) / Chiu, Min-Sen (Autor:in)
Journal of the Air & Waste Management Association ; 51 ; 1035-1042
01.07.2001
8 pages
Aufsatz (Zeitschrift)
Elektronische Ressource
Unbekannt
A Model for Pulse Jet Fabric Filters
| Taylor & Francis Verlag | 2000
On the forming mechanism of the cleaning airflow of pulse-jet fabric filters
| Taylor & Francis Verlag | 2017
Theme issue: Pedestrian modeling - Self-organizing pedestrian movement
| Online Contents | 2001
Self-Organizing Control Logic for Oversaturated Arterials
| British Library Online Contents | 2013
Self-Organizing Neural Network for Identification of Natural Modes
| British Library Online Contents | 1997