Artificial Intelligence in Renewable Energetic Systems

533 Pages·2018·85.81 MB·English

by  Mustapha Hatti

Lecture Notes in Networks and Systems 35
Mustapha Hatti Editor
Artificial
Intelligence
in Renewable
Energetic Systems
Smart Sustainable Energy Systems
Lecture Notes in Networks and Systems
Volume 35
Series editor
Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland
e-mail: [email protected]
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Advisory Board
FernandoGomide,DepartmentofComputerEngineeringandAutomation—DCA,Schoolof
Electrical and Computer Engineering—FEEC, University of Campinas—UNICAMP,
São Paulo, Brazil
e-mail: [email protected]
Okyay Kaynak, Department of Electrical and Electronic Engineering, Bogazici University,
Istanbul,Turkey
e-mail: [email protected]
Derong Liu, Department of Electrical and Computer Engineering, University of Illinois
at Chicago, Chicago, USA and Institute of Automation, Chinese Academy of Sciences,
Beijing,China
e-mail: [email protected]
WitoldPedrycz,DepartmentofElectricalandComputerEngineering,UniversityofAlberta,
Alberta, Canada and Systems Research Institute, Polish Academy of Sciences, Warsaw,
Poland
e-mail: [email protected]
Marios M. Polycarpou, KIOS Research Center for Intelligent Systems and Networks,
DepartmentofElectricalandComputerEngineering,UniversityofCyprus,Nicosia,Cyprus
e-mail: [email protected]
Imre J.Rudas, ÓbudaUniversity, BudapestHungary
e-mail: [email protected]
Jun Wang, Departmentof Computer Science, CityUniversity ofHong Kong
Kowloon, HongKong
e-mail: [email protected]
More information about this series at http://www.springer.com/series/15179
Mustapha Hatti
Editor
fi
Arti cial Intelligence
in Renewable Energetic
Systems
Smart Sustainable Energy Systems
123
Editor
Mustapha Hatti
EPST-CDER
UDES,UnitédeDéveloppement des
EquipementsSolaires
BouIsmaïl
Algeria
ISSN 2367-3370 ISSN 2367-3389 (electronic)
Lecture Notesin Networks andSystems
ISBN978-3-319-73191-9 ISBN978-3-319-73192-6 (eBook)
https://doi.org/10.1007/978-3-319-73192-6
LibraryofCongressControlNumber:2017963750
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Preface
The development of renewable energy at low cost must necessarily involve the
intelligentoptimizationofenergyflowsandtheintelligentbalancingofproduction,
consumption,andenergystorage.Intelligenceisdistributedatalllevelsandallows
informationtobeprocessedtooptimizeenergyflowsaccordingtoconstraints.Itis
around this thematic that is shaping the outlines of the economy of the future, and
behind these topics is the possibility of transforming society. Taking advantage
of the growing power of the microprocessor makes the complexity of renewable
energysystemsaccessible.Especially,sincethealgorithmsofartificialintelligence
are gourmand in data making, it possible to take relevant decisions or even reveal
unsuspectedtrendsinthemanagementandoptimizationofrenewableenergyflows.
Thisbookisagoodprospectforthosewhoworkonenergysystemsandthosewho
deal with models of artificial intelligence to combine their knowledge and their
intellectual potential for the benefit of the scientific community and humanity.
Short Biography
Dr. Mustapha Hatti was born in El-Asnam (Chlef); he was
educated at El Khaldounia school, then at El Wancharissi high
school, and obtained his electronics engineering diplomat at
USTHB, Algiers, and his post-graduation studies at USTO-Oran.
He worked at CDSE, Ain oussera, Djelfa, CRD, Sonatrach, Hassi
messaoud,CRNB,Birine,Djelfa,UDES/EPST-CDER,BouIsmail,
Tipasa. He is an IEEE senior member, he is the author of several
scientificpapers,heisaseniorresearcher,andhisareasofinterest
aresustainableenergysystems,innovative,fuelcell,photovoltaic,
optimization, intelligent embedded systems.
v
Contents
Smart Home in Smart Cities
Smart Buildings and Occupants Satisfaction: The Case of Cyber
Park of Sidi Abdallâh and Some Residential Buildings in Algeria . . . . . 3
Tizouiar Ouahiba, Belkadi Fatima, and Hamel Thafath
Human Activity Recognition in Smart Home Using
Prior Knowledge Based KNN-WSVM Model. . . . . . . . . . . . . . . . . . . . . 15
M’hamed B. Abidine and Belkacem Fergani
IoT-Safety and Security System in Smart Cities. . . . . . . . . . . . . . . . . . . 25
El-Hadi Khoumeri, Rabea Cheggou, and Kamila Farhah
Smart Home Control System Based on Raspberry Pi and ZigBee . . . . . 34
Tahar Dahoumane and Mourad Haddadi
An Indoor Positioning System Based on Visible Light
Communication Using a Solar Cell as Receiver . . . . . . . . . . . . . . . . . . . 43
Ameur Chaabna, Abdesselam Babouri, and Xun Zhang
Energy-Saving Through Smart Home Concept . . . . . . . . . . . . . . . . . . . 50
Rabea Cheggou, El-Hadi Khoumeri, and Kamila Ferhah
Uses and Practices of E-health Environments: An Interactive
Architecture for Effective Real-Time Monitoring of Patients . . . . . . . . . 59
Soundouss Ismahane Talantikite and Salah Chaouche
Using a Hybrid Approach to Optimize Consumption Energy
of Building and Increase Occupants’ Comfort Level in Smart City . . . . 67
Brahim Lejdel and Okba Kazar
Smart Power Management Hybrid System PV-Fuel Cell . . . . . . . . . . . . 77
Amar Ben Makhloufi, Mustapha Hatti, and Taleb Rachid
vii
viii Contents
Renewable Resources
Design of Array CSRRs Band-Stop Filter . . . . . . . . . . . . . . . . . . . . . . . 87
Kada Becharef, Keltoum Nouri, Boubakar Seddik Bouazza,
Mahdi Damou, and Tayeb Habib Chawki Bouazza
Improvement of DTC with 24 Sectors of Induction Motor by Using
a Three-Level Inverter and Intelligent Hysteresis Controllers . . . . . . . . 99
Habib Benbouhenni, Rachid Taleb, and Fayçal Chabni
Energy Control Strategy Analysis of Hybrid Power Generation
System for Rural Saharan Community in Algeria . . . . . . . . . . . . . . . . . 108
Fadhila Fodhil, Abderrahmane Hamidat, and Omar Nadjemi
Improving the Electrical Stability by Wind Turbine and UPFC . . . . . . 121
Djamel Eddine Tourqui, Meryem Benakcha, and Tayeb Allaoui
Photo-Thermal Study of the Optical Properties of Multi-layer
Coatings Based on Black Pigmented Coatings/SiO
2
Applied for Solar Absorber . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 133
Faouzi Haddad, Mustapha Hatti, R. Zaamoum, and Khadidja Rahmoun
Sahara Potential and Sustainable Development of Algeria:
A Thermal Experimental Study of Parabolic Trough Solar
Concentrator with New Perspectives of Solar Energy . . . . . . . . . . . . . . 143
Lahlour Rafik, Bellel Nadir, and Bouguetaia Nadia
Ensemble of Support Vector Methods to Estimate Global Solar
Radiation in Algeria. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 155
Nahed Zemouri and Hassen Bouzgou
Fuzzy-Direct Power Control of a Grid Connected Photovoltaic
System Associate with Shunt Active Power Filter. . . . . . . . . . . . . . . . . . 164
Sabir Ouchen, Achour Betka, Jean Paul Gaubert, Sabrina Abdeddaim,
and Farida Mazouz
Fuzzy Control of a Wind System Based on the DFIG . . . . . . . . . . . . . . 173
Farida Mazouz, Sebti Belkacem, Sabir Ouchen, Youcef Harbouche,
and Rachid Abdessemed
Intelligent Maximum Power Point Tracking
MPPT Technique for Standalone Hybrid PV-Wind
Using Fuzzy Controller . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 185
Saidi Ahmed, Cherif Benoudjafer, and Chellali Benachaiba
Maximum Power Point Tracking Control of Photovoltaic
Generation Based on Fuzzy Logic . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 197
Fathia Hamidia, A. Abbadi, and M. S. Boucherit
Contents ix
Fuzzy-Logic-Based Solar Power MPPT Algorithm Connected
to AC Grid. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 206
Amel Abbadi, F. Hamidia, A. Morsli, D. Boukhetala, and L. Nezli
Higher Performance of the Type 2 Fuzzy Logic Controller
for Direct Power Control of Wind Generator Based on a Doubly
Fed Induction Generator in Dynamic Regime . . . . . . . . . . . . . . . . . . . . 215
Belkacem Belabbas, Tayeb Allaoui, Mohamed Tadjine,
and Mouloud Denaï
Fuzzy Logic Controller for Improving DC Side of PV Connected
Shunt Active Filter Based on MPPT Sliding Mode Control . . . . . . . . . . 224
Abdelbasset Krama, Laid Zellouma, Boualaga Rabhi,
and Abdelbaset Laib
Improving PV Performances Using Fuzzy-Based MPPT . . . . . . . . . . . . 236
Abdelghani Harrag and S. Messalti
FPGA-Based Implementation of an Intelligent Fault Diagnosis
Method for Photovoltaic Arrays. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 245
Wafya Chine, Adel Mellit, and Rabah Bouhedir
Modeling Hourly Solar Radiation at Ground Level by Semi
Empirical Models in Algeria . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 253
Kaoula Talbi and Samia Harrouni
Modular Platform of e-Maintenance with Intelligent Diagnosis:
Application on Solar Platform . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 262
M. Chalouli, N. Berrached, and M. Denaï
Artificial Neural Network in Renewable Energy
Weather Forecasting Using Genetic Algorithm Based Artificial
Neural Network in South West of Algeria (Béchar) . . . . . . . . . . . . . . . . 273
Youssef Elmir
Intra-hour Forecasting of Direct Normal Solar Irradiance Using
Variable Selection with Artificial Neural Networks . . . . . . . . . . . . . . . . 281
Hanane Atmani, Hassen Bouzgou, and Christian A. Gueymard
A GRNN Based Algorithm for Output Power Prediction
of a PV Panel. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 291
Kamal Kerbouche, S. Haddad, A. Rabhi, A. Mellit, M. Hassan,
and A. El Hajjaji
Modeling and Operation of PV/Fuel Cell Standalone Hybrid
System with Battery Resource . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 299
Saidi Ahmed, Cherif Benoudjafer, and Chellali Benachaiba
x Contents
Using Probabilistic Neural Network (PNN) for Extracting Acoustic
Microwaves (BAW) in Piezoelectric Material. . . . . . . . . . . . . . . . . . . . . 308
Hichem Hafdaoui, Cherifa Mehadjebia, and Djamel Benatia
Direct Torque Control Based on Artificial Neural Network
of a Five-Phase PMSM Drive. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 316
Tounsi Kamel, Djahbar Abdelkader, Barkat Said, and Atif Iqbal
Wind Maximum Power Point Prediction and Tracking Using
Artificial Neural Network and Maximum Rotation Speed Method. . . . . 326
Aoued Meharrar and Mustapha Hatti
Modeling of an Improved Liquid Desiccant Solar Cooling System
by Artificial Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 337
Tayeb Benhamza, Maamar Laidi, and Salah Hanini
Artificial Neural Networks Modeling of an Active Magnetic
Refrigeration Cycle . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 349
Younes Chiba, Yacine Marif, Noureddine Henini,
and Abdelhalim Tlemcani
Storage and Optimization
Analysis of Novel Flywheel Energy Storage System Based on Dual
Stator Induction Machine Incorporated in Wind Energy Systems
Using Intelligent Approach. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 357
Meriem Bouras and Katia Kouzi
Dynamic Modeling and Optimal Control Strategy
of Energy Storage Elements in Hybrid Electrical Vehicle
“Fuel Cell and Ultracapacitor” . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 366
O. Heddad, L. Ziet, C. Gana, W. Dana, and K. Chettoueh
Application of Simulated Annealing Optimization Algorithm
in Selective Harmonic Elimination Problem. . . . . . . . . . . . . . . . . . . . . . 375
Fayçal Chabni, Rachid Taleb, and Mustapha Hatti
Modeling and Control Thermal of Building for Improve Comfort
Level by Using PID and On/Off Methods in the Case
South-West Algeria . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 383
Merabti Soufiane, Bahra Imane, Rahoui Ikram, Bounaama Fatah,
and Daoui Belkacem
Optimal Reconfiguration of an Algerian Distribution Network
in Presence of a Wind Turbine Using Genetic Algorithm. . . . . . . . . . . . 392
Mustafa Mosbah, Salem Arif, Ridha Djamel Mohammedi,
and Rabie Zine