Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905592
Marouane El Azzaoui, H. Mahmoudi, Chafik Ed-dahmani
This paper presents how to generate the VHDL code of the backstepping control of a doubly fed induction generator required for programming an FPGA without knowledge of VHDL programming. This control strategy will be developed by the Xilinx System Generator (XSG) tool integrated in matlab/simulink environment. The importance of this technique is to enjoy the benefits of Simulink and XSG. The first simulates the proposed control algorithm and the second generates the VHDL code of discrete algorithm that can subsequently be implemented on FPGA.
本文介绍了如何在不懂VHDL编程的情况下，生成FPGA编程所需的双馈感应发生器反步控制的VHDL代码。该控制策略将由集成在matlab/simulink环境中的Xilinx System Generator (XSG)工具开发。这种技术的重要性在于可以享受到Simulink和XSG的好处。首先对所提出的控制算法进行仿真，然后生成离散算法的VHDL代码，该代码随后可以在FPGA上实现。
{"title":"Backstepping control of the doubly fed induction generator using Xilinx System Generator for implementation on FPGA","authors":"Marouane El Azzaoui, H. Mahmoudi, Chafik Ed-dahmani","doi":"10.1109/ICMCS.2016.7905592","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905592","url":null,"abstract":"This paper presents how to generate the VHDL code of the backstepping control of a doubly fed induction generator required for programming an FPGA without knowledge of VHDL programming. This control strategy will be developed by the Xilinx System Generator (XSG) tool integrated in matlab/simulink environment. The importance of this technique is to enjoy the benefits of Simulink and XSG. The first simulates the proposed control algorithm and the second generates the VHDL code of discrete algorithm that can subsequently be implemented on FPGA.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116433800","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905610
Mohamed Taib Mohtadi, Adel Deraoui, H. Allali, A. Hajami
This article presents a “trace-based system” (TBS) integrated in a hypermedia learning environment (HLE). This HLE also includes metacognitive incentives with the aim of increasing the self-regulated learning behavior among learners. Digital traces of the activities recorded by the system enabled us to evaluate how learners performed metacognitive activities (orientation by objectives, planning, specification of goals, research & judgment, evaluation and monitoring). Using our TBS has allowed us to examine patterns of individual navigations through the HLE that reflect quality of self-regulation, the nature of the privileged pathways of learners, resources visited and time spent on each type of cognitive regulatory activity. This article describes the structure of the TBS and the results of his experiment.
{"title":"Trace-based system for metacognitive behavior in online learning activity","authors":"Mohamed Taib Mohtadi, Adel Deraoui, H. Allali, A. Hajami","doi":"10.1109/ICMCS.2016.7905610","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905610","url":null,"abstract":"This article presents a “trace-based system” (TBS) integrated in a hypermedia learning environment (HLE). This HLE also includes metacognitive incentives with the aim of increasing the self-regulated learning behavior among learners. Digital traces of the activities recorded by the system enabled us to evaluate how learners performed metacognitive activities (orientation by objectives, planning, specification of goals, research & judgment, evaluation and monitoring). Using our TBS has allowed us to examine patterns of individual navigations through the HLE that reflect quality of self-regulation, the nature of the privileged pathways of learners, resources visited and time spent on each type of cognitive regulatory activity. This article describes the structure of the TBS and the results of his experiment.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125443453","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905581
R. Batit, M. Chraygane, M. Ferfra
The purpose of this paper is to develop a new high voltage power supply for N=2 magnetrons, 800 Watts at 2450 MHz each; using a high voltage transformer with magnetic shunts. We present a new equivalent electrical circuit of this transformer which allowed, through its integration into the global electrical diagram of the new power supply, to model the entire high voltage power supply using numerical computation software EMTP dedicated to the transitional regimes. Then, a study of the influence of each geometrical parameter of the special HV transformer with magnétic shunts will guide us studying the optimization's strategy of this high voltage power supply for industrial microwave generators. This study allows achieving an important volume gains, congestion and weight, then consequently reducing the different costs of this high voltage power supply.
{"title":"New electrical model, simulation and optimization of a high voltage power supply for industrial microwave generators with two magnetrons, 1600 watts at 2.45GHz","authors":"R. Batit, M. Chraygane, M. Ferfra","doi":"10.1109/ICMCS.2016.7905581","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905581","url":null,"abstract":"The purpose of this paper is to develop a new high voltage power supply for N=2 magnetrons, 800 Watts at 2450 MHz each; using a high voltage transformer with magnetic shunts. We present a new equivalent electrical circuit of this transformer which allowed, through its integration into the global electrical diagram of the new power supply, to model the entire high voltage power supply using numerical computation software EMTP dedicated to the transitional regimes. Then, a study of the influence of each geometrical parameter of the special HV transformer with magnétic shunts will guide us studying the optimization's strategy of this high voltage power supply for industrial microwave generators. This study allows achieving an important volume gains, congestion and weight, then consequently reducing the different costs of this high voltage power supply.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130671177","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905531
M. E. Mallahi, Abderrahim Mesbah, H. Karmouni, Anass El Affar, A. Tahiri, H. Qjidaa
Radial Charlier moments as discrete orthogonal moments in the polar coordinate are better descriptor in image processing applications and pattern recognition. However, the translation and scale invariant property of these moments have not been studied due to its complexity of the problem. In this paper, we present a method to construct a set of rotation invariants extracted from radial Charlier moments, named radial Charlier moment invariants (RCMI). Experimental results show the efficiency and the robustness to reconstruction error (MSE), peak signal to noise ratio (PSNR) of the proposed method.
{"title":"Radial Charlier moment invariants for 2D object/image recognition","authors":"M. E. Mallahi, Abderrahim Mesbah, H. Karmouni, Anass El Affar, A. Tahiri, H. Qjidaa","doi":"10.1109/ICMCS.2016.7905531","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905531","url":null,"abstract":"Radial Charlier moments as discrete orthogonal moments in the polar coordinate are better descriptor in image processing applications and pattern recognition. However, the translation and scale invariant property of these moments have not been studied due to its complexity of the problem. In this paper, we present a method to construct a set of rotation invariants extracted from radial Charlier moments, named radial Charlier moment invariants (RCMI). Experimental results show the efficiency and the robustness to reconstruction error (MSE), peak signal to noise ratio (PSNR) of the proposed method.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129031388","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905573
F. Chaoui, O. Aghzout, A. Alejos, F. Falcone, Mounia Chakkour, M. E. Yakhloufi
In this paper, Chirped Fiber Bragg Grating (FBG) has been introduced to reduce the Four Wave Mixing (FWM) nonlinear effects in dense Wavelength Division Multiplexing (WDM) for optical long-haul network. The proposed method has been investigated based on different chromatic dispersion levels. The objective of this procedure is to minimize the FWM nonlinear effects in dense WDM optical network regardless of chromatic dispersion phenomenon. As known, the main problem about treating FWM and Chromatic dispersion in optical fibers is that they are inversely proportional. That is why a module able to fulfill these two main limitation simultaneously is of great interest. The WDM transmission system is simulated using the advanced tools of Optisystem 7.0. The simulation results have been examined and validated by analyzing the optical spectrum analyzer and the eye diagram for the eight optical channels.
{"title":"Reduction of Four-Wave Mixing nonlinear effects in dense WDM optical long-haul networks","authors":"F. Chaoui, O. Aghzout, A. Alejos, F. Falcone, Mounia Chakkour, M. E. Yakhloufi","doi":"10.1109/ICMCS.2016.7905573","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905573","url":null,"abstract":"In this paper, Chirped Fiber Bragg Grating (FBG) has been introduced to reduce the Four Wave Mixing (FWM) nonlinear effects in dense Wavelength Division Multiplexing (WDM) for optical long-haul network. The proposed method has been investigated based on different chromatic dispersion levels. The objective of this procedure is to minimize the FWM nonlinear effects in dense WDM optical network regardless of chromatic dispersion phenomenon. As known, the main problem about treating FWM and Chromatic dispersion in optical fibers is that they are inversely proportional. That is why a module able to fulfill these two main limitation simultaneously is of great interest. The WDM transmission system is simulated using the advanced tools of Optisystem 7.0. The simulation results have been examined and validated by analyzing the optical spectrum analyzer and the eye diagram for the eight optical channels.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116716784","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905562
A. Naghar, O. Aghzout, A. Alejos, D. A. Outerelo, F. Falcone
In order to improve the notch performance for UWB monopole antennas, a synthesis design of single band-notched UWB antenna using the Single Split Ring Resonator SSRR and Complementary Split Ring Resonator CSRR, is presented. These techniques provide a wide rejection with enhancement of rejection level, due to the high coupling between the SSRR and the ground plane and the use of the CSRR dynamic resonance. Proposed monopole antennas with loaded SSRR and CSRR particle are fabricated and measured to validate the design performance. A good agreement is achieved between measurement and simulation.
{"title":"Improvement of notch performances for UWB monopole antennas using CSRR and SSRR","authors":"A. Naghar, O. Aghzout, A. Alejos, D. A. Outerelo, F. Falcone","doi":"10.1109/ICMCS.2016.7905562","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905562","url":null,"abstract":"In order to improve the notch performance for UWB monopole antennas, a synthesis design of single band-notched UWB antenna using the Single Split Ring Resonator SSRR and Complementary Split Ring Resonator CSRR, is presented. These techniques provide a wide rejection with enhancement of rejection level, due to the high coupling between the SSRR and the ground plane and the use of the CSRR dynamic resonance. Proposed monopole antennas with loaded SSRR and CSRR particle are fabricated and measured to validate the design performance. A good agreement is achieved between measurement and simulation.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117165636","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905570
H. Gassara, F. Rouissi, A. Ghazel
This paper proposes an analytical model of the indoor Low-Voltage (LV) narrowband Power Line Communication (PLC) channel in the frequency range from 10 to 500 kHz. After the experimental demonstration of the frequency selective attenuation and the non-linear phase response of the PLC channel, a multipath transmission channel model is described by the superposition of delayed and attenuated propagation paths echoes. The low-frequency power line cable attenuation is linearly approximated based on two-conductor Transmission Line (TL) theory and field measurements. The Matrix Pencil (MP) algorithm is used for the model parameters identification and allows, with a quick convergence and a very low residual error, to detect the dominant propagation paths number as well as their corresponding weighting factors and delays. The proposed model, which is defined for any topology with a limited set of parameters, is validated through experimental measurements in the CENELEC/FCC/ARIB bands.
{"title":"Empirical modeling of the narrowband Power Line Communication channel","authors":"H. Gassara, F. Rouissi, A. Ghazel","doi":"10.1109/ICMCS.2016.7905570","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905570","url":null,"abstract":"This paper proposes an analytical model of the indoor Low-Voltage (LV) narrowband Power Line Communication (PLC) channel in the frequency range from 10 to 500 kHz. After the experimental demonstration of the frequency selective attenuation and the non-linear phase response of the PLC channel, a multipath transmission channel model is described by the superposition of delayed and attenuated propagation paths echoes. The low-frequency power line cable attenuation is linearly approximated based on two-conductor Transmission Line (TL) theory and field measurements. The Matrix Pencil (MP) algorithm is used for the model parameters identification and allows, with a quick convergence and a very low residual error, to detect the dominant propagation paths number as well as their corresponding weighting factors and delays. The proposed model, which is defined for any topology with a limited set of parameters, is validated through experimental measurements in the CENELEC/FCC/ARIB bands.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117220133","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905657
J. Floc'h, I. B. Trad, I. Rouissi
Reconfigurable antennas share attractive properties that can be used to enhance modern wireless systems performances. In this paper, a compact multiband meander antenna with frequency reconfigurable capabilities is studied and presented. The reference antenna is based on a meander patch structure radiating at F1=0.7, F2=1.46, F3=2.03, F4=2.75GHz and easy to be integrated on PCB (Printed Circuit Board). In order to electronically sweep the resonance frequencies over wide bands, one varactor diode was integrated between the meander patch printed on the top layer and a floating ground plane on the back layer. When applying reverse voltage, the proposed antenna is able to reach wide frequency ranges from 0.7 to 0.98GHz for F1, 1.46 to 2.02GHz for F2 and 2.23 to 2.47GHz for the new generated resonance frequency F5 (appears when applying a voltage V=9V (C=1.5pF) and more). The measured results agree well with simulations, good radiation properties were obtained. Realized prototype and related results are presented and discussed.
{"title":"Frequency reconfigurable multiband meander patch antenna for cognitive radio with wide tuning frequency range","authors":"J. Floc'h, I. B. Trad, I. Rouissi","doi":"10.1109/ICMCS.2016.7905657","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905657","url":null,"abstract":"Reconfigurable antennas share attractive properties that can be used to enhance modern wireless systems performances. In this paper, a compact multiband meander antenna with frequency reconfigurable capabilities is studied and presented. The reference antenna is based on a meander patch structure radiating at F1=0.7, F2=1.46, F3=2.03, F4=2.75GHz and easy to be integrated on PCB (Printed Circuit Board). In order to electronically sweep the resonance frequencies over wide bands, one varactor diode was integrated between the meander patch printed on the top layer and a floating ground plane on the back layer. When applying reverse voltage, the proposed antenna is able to reach wide frequency ranges from 0.7 to 0.98GHz for F1, 1.46 to 2.02GHz for F2 and 2.23 to 2.47GHz for the new generated resonance frequency F5 (appears when applying a voltage V=9V (C=1.5pF) and more). The measured results agree well with simulations, good radiation properties were obtained. Realized prototype and related results are presented and discussed.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124748275","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905605
S. Najjar, F. Rouissi, H. Gassara, A. Ghazel
In this paper, we propose a study of modulation techniques performances in order to design a robust modem for narrowband Powerline Communications, with the required quality of service. We focus on binary and quaternary narrowband modulations, by the means of BER simulations and we expose modulated signals to real measured channel attenuation and impaired with channel noise, on the frequency band of 9 kHz to 500 kHz. At BER equal to 10−2 and a moderately attenuated channel, BPSK gave better performance than BFSK with a gain of 4 dB and MSK gained 5 dB over QPSK.
{"title":"Comparative study of modulation techniques performances for communication over narrowband Powerline channel characteristics","authors":"S. Najjar, F. Rouissi, H. Gassara, A. Ghazel","doi":"10.1109/ICMCS.2016.7905605","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905605","url":null,"abstract":"In this paper, we propose a study of modulation techniques performances in order to design a robust modem for narrowband Powerline Communications, with the required quality of service. We focus on binary and quaternary narrowband modulations, by the means of BER simulations and we expose modulated signals to real measured channel attenuation and impaired with channel noise, on the frequency band of 9 kHz to 500 kHz. At BER equal to 10−2 and a moderately attenuated channel, BPSK gave better performance than BFSK with a gain of 4 dB and MSK gained 5 dB over QPSK.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122093306","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905575
Y. Nahraoui, E. Aassif, G. Maze
Several theoretical and experimental studies show that the characterization of a tube can be done through the cut-off frequencies of the anti-symmetric circumferential waves A1 propagating around the tube of various radius ratio b/a (a: outer radius and b: inner radius). This work investigates the abilities of Artificial Neural Networks ANN to predict the thickness of a tube immersed in water for various cut-frequency of anti-symmetric circumferential wave A1. The useful data determinated from calculated trajectories of natural modes of resonances, were used to develop and to test the performances of these models. The ANN model was trained using Levenberg-Marquardt(LM) algorithm. Several configurations are evaluated during the development of these networks. The Mean Absolute Error (MAE), Mean Relative Error (MRE), Standard Error (SE), Root Mean Square Error (RMSE) and Correlation Coefficient (R) were the statistical performance indices, that were used to evaluate the accuracy of the various models. Based on the comparison between ANN and theoretical method, it was found that the ANN model can be applied successfully in the in the modeling of the thickness of a Submerged Tube.
{"title":"Modeling of the thickness of a Submerged Tube by the Artificial Neural Network","authors":"Y. Nahraoui, E. Aassif, G. Maze","doi":"10.1109/ICMCS.2016.7905575","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905575","url":null,"abstract":"Several theoretical and experimental studies show that the characterization of a tube can be done through the cut-off frequencies of the anti-symmetric circumferential waves A1 propagating around the tube of various radius ratio b/a (a: outer radius and b: inner radius). This work investigates the abilities of Artificial Neural Networks ANN to predict the thickness of a tube immersed in water for various cut-frequency of anti-symmetric circumferential wave A1. The useful data determinated from calculated trajectories of natural modes of resonances, were used to develop and to test the performances of these models. The ANN model was trained using Levenberg-Marquardt(LM) algorithm. Several configurations are evaluated during the development of these networks. The Mean Absolute Error (MAE), Mean Relative Error (MRE), Standard Error (SE), Root Mean Square Error (RMSE) and Correlation Coefficient (R) were the statistical performance indices, that were used to evaluate the accuracy of the various models. Based on the comparison between ANN and theoretical method, it was found that the ANN model can be applied successfully in the in the modeling of the thickness of a Submerged Tube.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131959581","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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