کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
858335 1470756 2014 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Concurrent Pump Scheduling and Storage Level Optimization Using Meta-models and Evolutionary Algorithms
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی مهندسی (عمومی)
پیش نمایش صفحه اول مقاله
Concurrent Pump Scheduling and Storage Level Optimization Using Meta-models and Evolutionary Algorithms
چکیده انگلیسی

In spite of the growing computational power offered by the commodity hardware, fast pump scheduling of complex water distribu- tion systems is still a challenge. In this paper, the Artificial Neural Network (ANN) meta-modeling technique has been employed with a Genetic Algorithm (GA) for simultaneously optimizing the pump operation and the tank levels at the ends of the cycle. The generalized GA+ANN algorithm has been tested on a real system in the UK. Comparing to the existing operation, the daily cost is reduced by about 10 − 15%, while the number of pump switches are kept below 4 switches-per-day. In addition, tank levels are optimized ensure a periodic behavior, which results in a predictable and stable performance over repeated cycles.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Procedia Engineering - Volume 70, 2014, Pages 103-112