کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
699315 1460694 2016 23 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
System identification of the upper part of Murray River
ترجمه فارسی عنوان
شناسایی سیستم قسمت فوقانی رودخانه موری
کلمات کلیدی
رودخانه ها، مدل سازی، شناسایی سیستم، برآورد پارامتر، شناسایی جعبه خاکستری، روش پیش بینی خطا، شناسایی سیستم مداوم، حداکثر احتمال، مدل سازی مکانیسم مبتنی بر داده ها، شناسایی زیربنایی
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی مهندسی هوافضا
چکیده انگلیسی


• The upper part of the Murray River in Australia was modelled for control purposes.
• Different identification methods were used and their performances were compared.
• Both multi-input single-output and multi-input multi-output models were considered.

Data based modelling is an important tool for obtaining models of rivers. In this paper we consider several identification methods, namely Prediction Error Method, Maximum Likelihood, continuous time system identification, Refined Instrumental Variable method (used within the context of Data-Based Mechanistic modelling) and Subspace Identification Method, and apply them to real data from the Murray River in Australia. Both Multiple-Input Single-Output models where the output is the water level in a lake and Multiple-Input, Multiple-Output models where in addition a flow is also modelled, are considered. The models are compared in terms of their accuracy on validation data and on how easily the methods can incorporate prior knowledge.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Control Engineering Practice - Volume 52, July 2016, Pages 70–92
نویسندگان
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