Bio inspired computing

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Nội dung chi tiết: Bio inspired computing

Bio inspired computing

VSB-TECHNICAL UNIVERSITY OF OSTRAVAFACULTY OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE DEPARTMENT OF COMPUTER SCIENCEPHD THESISStudy branch: Comput

Bio inspired computing ter SciencePhD Thesis:Bio-Inspired ComputingAuthor: Hieu Ngoc DuongSupervisor: Prof. RNDr. Vaclav SNASELhttps://khothuvien.cori!AbstractThe main objec

tive of this thesis is to investigate HJid tackle urgent practical problems involving Vietnamese agriculture, hl Vietnam, agriculture is one of the ma Bio inspired computing

jor industries and contributes significantly to the national Gross Domestic Product (GDP). Thus it is necessary to drastically improve Vietnamese agri

Bio inspired computing

culture in many aspects, such as national policies, advanced agriculture technologies, applications of computer science arid so oil. Two problems that

VSB-TECHNICAL UNIVERSITY OF OSTRAVAFACULTY OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE DEPARTMENT OF COMPUTER SCIENCEPHD THESISStudy branch: Comput

Bio inspired computing ods for modeling, characterizing and predicting several types of sophisticated data, they are chosen as key methods in this thesis.For the first probl

em, we investigate some appropriate methods for predict ing river runoff. The Srepok River is chosen as a case study. The task of prediction is divide Bio inspired computing

d into two cases: long-term and short-term prediction. To deal with the task of long-term prediction, three methods are utilized, such as recurrent fu

Bio inspired computing

zzy neural networks (RFNN), a hybrid of RFNN and genetic algorithms, and a physical-based method called SWAT. The experimental results show that the h

VSB-TECHNICAL UNIVERSITY OF OSTRAVAFACULTY OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE DEPARTMENT OF COMPUTER SCIENCEPHD THESISStudy branch: Comput

Bio inspired computing and clustering algorithms consisting of K-means and DBSCAN. Chaotic expressions are used to transform the river runoff data into new data, called phas

e space, containing much temporal information. Whereas the combination of RFInN ami clustering algorithms, which is l>ased on the principle of mixture Bio inspired computing

of experts, is trained and tested with the phase space. The experimental results are conducted with many combinations of RFNN, K-ineans, DBSCAN, Euli

Bio inspired computing

d distance, and Dynamic Time Warping (DTW). The experimental results indicate that the combination of RFNN, DIỈSCAN and DTW is superior to others.For

VSB-TECHNICAL UNIVERSITY OF OSTRAVAFACULTY OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE DEPARTMENT OF COMPUTER SCIENCEPHD THESISStudy branch: Comput

Bio inspired computing f a sophisticated soft sensor, namely BEO, which has been deployed at Phu My Fertil izer Plant since 2013. Then the boiler efficiency is forecasted mu

lti-step-ahead and real-time. I llis task is tackled by using three methods including RFNN, a hybrid of RENN and stochastic exploration, and RFNN impr Bio inspired computing

oved by a reinforcement learning algorithm. The experimental results show that BE(_) is effective and can bring increased benefits to the plantKeyword

Bio inspired computing

s: -Neural networks, clustering algorithms, river runoff prediction, boiler efficiency optimization.iiiAcknowledgmentsFirst, I would like to express m

VSB-TECHNICAL UNIVERSITY OF OSTRAVAFACULTY OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE DEPARTMENT OF COMPUTER SCIENCEPHD THESISStudy branch: Comput

Bio inspired computing iasm, and immense knowledge. Their guidance helped me in doing research, writing papers, and writing this thesis. I also would like to thank t hem for

all the activities they organized, such as course-work, writing papers, which int roduce inc 1.0 t he world of research.In addition. I would like Io Bio inspired computing

thank the organizers, professors, and secret aril’s of the sandwich program for allowing me to participate to the international network. Especially, I

Bio inspired computing

would like to give special thanks to Dr Phan Dao for his advice and support while I studied in Vietnam and Czech Republic.My sincere thanks also go t

VSB-TECHNICAL UNIVERSITY OF OSTRAVAFACULTY OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE DEPARTMENT OF COMPUTER SCIENCEPHD THESISStudy branch: Comput

Bio inspired computing vice on doing research during the past three years.I would like thank my colleagues working at Phu My Fertilizer Plant, Petro Vietnam Fertilizer and C

hemical Corporation, Petro Vietnam Group who provided insight and expertise that greatly assisted the thesis, especially Mr. Nguyen Minh Tam. 1 also t Bio inspired computing

hank the members of the EMSLab, Ho Chi Minh City University of Technology, especially Ms. Nguyen Thi Ngoc Quyen, for providing me with the data on whi

Bio inspired computing

ch this thesis is based.I would like to thank all members of the committees of my state examination and thesis, for their insightful comments, and har

VSB-TECHNICAL UNIVERSITY OF OSTRAVAFACULTY OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE DEPARTMENT OF COMPUTER SCIENCEPHD THESISStudy branch: Comput

Bio inspired computing understanding.

VSB-TECHNICAL UNIVERSITY OF OSTRAVAFACULTY OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE DEPARTMENT OF COMPUTER SCIENCEPHD THESISStudy branch: Comput