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3881 — A Neural-Network-Based Identifier/Controller for Modern HVAC Control

$7.50

Conference Proceeding by ASHRAE, 1995

Category:

Description

Reports the application of an artificial neural network (ANN) to serve both as a system identifier and as an intelligent controller for an air-handling system. A comprehensive software model has been established based on the specifications of a standard air-handling unit (AHU) on the market. The model is appropriate for testing various control algorithms including the new ANN identifier/controller. The ANN behaves as an identifier by continuously keeping track of all real-time parameters associated with the whole air-handling system. Five actuating signals are produced based on the nonlinear error optimisation of the outputs of the ANN, now served as a controller. The control target involves the minimisation of two weighted factors – the errors between setpoints and control variables and the total energy consumption. The excellent performance of the ANN identifier/controller is illustrated by comparing it with that of a conventional proportional-integral-derivative (PID) controller.

KEYWORDS: year 1995, expert systems, building services, controls, automatic, comparing, programmable controllers, air handling units, testing, algorithms, performance

Citation: ASHRAE Trans. 1995, Vol.101, Part 2, Paper number 3881, 14-31, figs., tabs., refs.

Product Details

Published:
1995
File Size:
1 file , 1.5 MB
Product Code(s):
D-16872