Pub Date : 2014-05-01DOI: 10.1109/TECHSYM.2014.6808080
Sharmistha Shee, Gargee Bhattacharyya, P. Dutta, S. Sarkar
As an inevitable effect of scaling, various short-channel effects have become serious matter of concern for semiconductor industry. The scenario gets more complicated as the channel length shrinks to deca-nanometer range and quantum mechanical effect comes into picture. In this paper, a quantum analytical threshold voltage roll-off and DIBL model for Dual Material Double Gate (DMDG) MOSFET is presented for the first time. Our expressions are derived by using effective-doping model, while incorporating quantum mechanical effects and SCEs. Variation of the quantum threshold voltage with silicon film thickness is studied for different values of work functions of front gate materials. Based on this quantum threshold voltage model, the DIBL characteristics are obtained for DMDG SON MOSFET. The sub-exponential dependence of the threshold voltage roll-off on channel length is also observed with silicon film thickness variation.
各种短通道效应作为微缩不可避免的影响，已成为半导体行业关注的重要问题。随着通道长度缩小到十纳米范围，量子力学效应开始显现，情况变得更加复杂。本文首次提出了双材料双栅(DMDG) MOSFET的量子解析阈值电压滚降和DIBL模型。我们的表达式是利用有效掺杂模型推导的，同时考虑了量子力学效应和ses。研究了不同正极材料功函数值下量子阈值电压随硅膜厚度的变化规律。基于该量子阈值电压模型，得到了DMDG - SON MOSFET的DIBL特性。随着硅膜厚度的变化，阈值电压滚降对通道长度的亚指数依赖性也被观察到。
{"title":"Threshold voltage roll-off and DIBL model for DMDG SON MOSFET: A quantum study","authors":"Sharmistha Shee, Gargee Bhattacharyya, P. Dutta, S. Sarkar","doi":"10.1109/TECHSYM.2014.6808080","DOIUrl":"https://doi.org/10.1109/TECHSYM.2014.6808080","url":null,"abstract":"As an inevitable effect of scaling, various short-channel effects have become serious matter of concern for semiconductor industry. The scenario gets more complicated as the channel length shrinks to deca-nanometer range and quantum mechanical effect comes into picture. In this paper, a quantum analytical threshold voltage roll-off and DIBL model for Dual Material Double Gate (DMDG) MOSFET is presented for the first time. Our expressions are derived by using effective-doping model, while incorporating quantum mechanical effects and SCEs. Variation of the quantum threshold voltage with silicon film thickness is studied for different values of work functions of front gate materials. Based on this quantum threshold voltage model, the DIBL characteristics are obtained for DMDG SON MOSFET. The sub-exponential dependence of the threshold voltage roll-off on channel length is also observed with silicon film thickness variation.","PeriodicalId":265072,"journal":{"name":"Proceedings of the 2014 IEEE Students' Technology Symposium","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130539493","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 : 2014-02-01DOI: 10.1109/TECHSYM.2014.6808067
C. Phanikumar, V. Agarwal
This paper proposes a novel self balancing 7 level inverter with two coupled inductors. The proposed inverter can generate 7 levels with only one DC source. By series charging and parallel discharging of capacitors, it can self balance the voltage across the two capacitors. The proposed topology incurs a lower part count compared to existing (conventional) topologies and can self balance the voltage across capacitors without any extra balancing circuit with simple control strategy. Because of high frequency coupled inductors, the dead band between some of the power switches can be eliminated and output voltage distortion is low. A 1200W power rating system has been simulated to verify the viability of the proposed topology and the relevant simulation waveforms are included.
{"title":"Novel self balancing single phase 7 level inverter with coupled inductors","authors":"C. Phanikumar, V. Agarwal","doi":"10.1109/TECHSYM.2014.6808067","DOIUrl":"https://doi.org/10.1109/TECHSYM.2014.6808067","url":null,"abstract":"This paper proposes a novel self balancing 7 level inverter with two coupled inductors. The proposed inverter can generate 7 levels with only one DC source. By series charging and parallel discharging of capacitors, it can self balance the voltage across the two capacitors. The proposed topology incurs a lower part count compared to existing (conventional) topologies and can self balance the voltage across capacitors without any extra balancing circuit with simple control strategy. Because of high frequency coupled inductors, the dead band between some of the power switches can be eliminated and output voltage distortion is low. A 1200W power rating system has been simulated to verify the viability of the proposed topology and the relevant simulation waveforms are included.","PeriodicalId":265072,"journal":{"name":"Proceedings of the 2014 IEEE Students' Technology Symposium","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115344064","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 : 2014-02-01DOI: 10.1109/TECHSYM.2014.6808082
M. K. Mahata, Saptarsi Ghosh, S. Jana, P. Mukhopadhyay, A. Bag, Syed Mukulika, Rahul Kumar Dinara, Subhashis Das, A. Chakraborty, D. Biswas
High quality pseudomorphic Al0.15Ga0.85As/GaAs heterostructure was grown on an semi-insulating GaAs(100) substrate by Molecular Beam Epitaxy(MBE). Analysis of this structure was done by Photoluminescence (PL), HALL and High Resolution X-Ray diffraction (HRXRD). The nominal structure was confirmed by HRXRD, and aluminum mole fraction was measured from peak separation of the AlGaAs-GaAs (004) reflections. The layer thickness, and interface roughness were estimated from X-ray reflectivity (XRR) by fit with computer simulation. The carrier concentration, mobility and sheet resistance were measured from temperature dependent Hall experiment. The transport properties of the as-grown structure are found to be at par with the best literature reports.
{"title":"Growth and characterization of Al0.15Ga0.85As/GaAs pseudomorphic heterostructure by MBE","authors":"M. K. Mahata, Saptarsi Ghosh, S. Jana, P. Mukhopadhyay, A. Bag, Syed Mukulika, Rahul Kumar Dinara, Subhashis Das, A. Chakraborty, D. Biswas","doi":"10.1109/TECHSYM.2014.6808082","DOIUrl":"https://doi.org/10.1109/TECHSYM.2014.6808082","url":null,"abstract":"High quality pseudomorphic Al0.15Ga0.85As/GaAs heterostructure was grown on an semi-insulating GaAs(100) substrate by Molecular Beam Epitaxy(MBE). Analysis of this structure was done by Photoluminescence (PL), HALL and High Resolution X-Ray diffraction (HRXRD). The nominal structure was confirmed by HRXRD, and aluminum mole fraction was measured from peak separation of the AlGaAs-GaAs (004) reflections. The layer thickness, and interface roughness were estimated from X-ray reflectivity (XRR) by fit with computer simulation. The carrier concentration, mobility and sheet resistance were measured from temperature dependent Hall experiment. The transport properties of the as-grown structure are found to be at par with the best literature reports.","PeriodicalId":265072,"journal":{"name":"Proceedings of the 2014 IEEE Students' Technology Symposium","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127948925","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 : 2014-02-01DOI: 10.1109/TECHSYM.2014.6808058
J. Dash, S. Mukhopadhyay, M. Garg, Nidhi Prabhakar, N. Khandelwal
Many systems have been developed for computer analysis of the lungs in high resolution computed tomography (HRCT) scans for detection and analysis of Interstitial Lung Diseases (ILDs). This paper presents a novel approach for classification of lung tissue patterns affected with Interstitial Lung Diseases (ILDs) in high resolution computed tomography (HRCT) scans. The proposed scheme makes use of texture features obtained using Discrete Wavelet Transform (DWT) and multiple classifiers to obtain the initial decisions on the input image. The decisions obtained from all the classifiers are fused to obtain the final decision on the input pattern. The method is tested on a private database containing HRCT images belongs to four ILDs patterns (viz. consolidation, emphysema, ground glass, nodular) and normal lung tissue. The performance of the method is compared with its single classifier based counterpart and found to be superior.
{"title":"Multi-classifier framework for lung tissue classification","authors":"J. Dash, S. Mukhopadhyay, M. Garg, Nidhi Prabhakar, N. Khandelwal","doi":"10.1109/TECHSYM.2014.6808058","DOIUrl":"https://doi.org/10.1109/TECHSYM.2014.6808058","url":null,"abstract":"Many systems have been developed for computer analysis of the lungs in high resolution computed tomography (HRCT) scans for detection and analysis of Interstitial Lung Diseases (ILDs). This paper presents a novel approach for classification of lung tissue patterns affected with Interstitial Lung Diseases (ILDs) in high resolution computed tomography (HRCT) scans. The proposed scheme makes use of texture features obtained using Discrete Wavelet Transform (DWT) and multiple classifiers to obtain the initial decisions on the input image. The decisions obtained from all the classifiers are fused to obtain the final decision on the input pattern. The method is tested on a private database containing HRCT images belongs to four ILDs patterns (viz. consolidation, emphysema, ground glass, nodular) and normal lung tissue. The performance of the method is compared with its single classifier based counterpart and found to be superior.","PeriodicalId":265072,"journal":{"name":"Proceedings of the 2014 IEEE Students' Technology Symposium","volume":"59 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132317298","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 : 2014-02-01DOI: 10.1109/TECHSYM.2014.6808064
Mohammed M. Ali, Khaja Moizuddin Mohammed, L. Rajamani
Innumerable terror and suspicious messages are sent through Instant Messengers (IM) and Social Networking Sites (SNS) which are untraced, leading to hindrance for network communications and cyber security. We propose a Framework that discover and predict such messages that are sent using IM or SNS like Facebook, Twitter, LinkedIn, and others. Further, these instant messages are put under surveillance that identifies the type of suspected cyber threat activity by culprit along with their personnel details. Framework is developed using Ontology based Information Extraction technique (OBIE), Association rule mining (ARM) a data mining technique with set of pre-defined Knowledge-based rules (logical), for decision making process that are learned from domain experts and past learning experiences of suspicious dataset like GTD (Global Terrorist Database). The experimental results obtained will aid to take prompt decision for eradicating cyber crimes.
{"title":"Framework for surveillance of instant messages in instant messengers and social neworking sites using data mining and ontology","authors":"Mohammed M. Ali, Khaja Moizuddin Mohammed, L. Rajamani","doi":"10.1109/TECHSYM.2014.6808064","DOIUrl":"https://doi.org/10.1109/TECHSYM.2014.6808064","url":null,"abstract":"Innumerable terror and suspicious messages are sent through Instant Messengers (IM) and Social Networking Sites (SNS) which are untraced, leading to hindrance for network communications and cyber security. We propose a Framework that discover and predict such messages that are sent using IM or SNS like Facebook, Twitter, LinkedIn, and others. Further, these instant messages are put under surveillance that identifies the type of suspected cyber threat activity by culprit along with their personnel details. Framework is developed using Ontology based Information Extraction technique (OBIE), Association rule mining (ARM) a data mining technique with set of pre-defined Knowledge-based rules (logical), for decision making process that are learned from domain experts and past learning experiences of suspicious dataset like GTD (Global Terrorist Database). The experimental results obtained will aid to take prompt decision for eradicating cyber crimes.","PeriodicalId":265072,"journal":{"name":"Proceedings of the 2014 IEEE Students' Technology Symposium","volume":"90 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128988740","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 : 2014-02-01DOI: 10.1109/TECHSYM.2014.6808078
S. Dwivedi, S. G. Yadav, Ashutosh Kumar Singh
Micro-strip patch antenna's have been widely used for the application of RF and wireless system because of their small size, light weight and easy realization. In this paper we have reduced the resonating frequency by lengthening the excited surface current path without increasing antenna length and analyzed the antenna parameters by changing the feed technique. On the introduction of an annular ring in between the symmetrical L-slotted patch the resonance frequency is reduced by 29.91% when edge-fed or microstrip-line feed technique is used. The coaxial feed results in dual band operation of the antenna (in C-band and X-band). Small sized single band microstrip patch antenna works in ISM band with the bandwidth of 100MHz while, the dual-band microstrip patch antenna works in Wi-Max and 4G in the bandwidth of 25MHz and 85MHz.
{"title":"Annular ring embedded L-slot rectangular microstrip patch antenna","authors":"S. Dwivedi, S. G. Yadav, Ashutosh Kumar Singh","doi":"10.1109/TECHSYM.2014.6808078","DOIUrl":"https://doi.org/10.1109/TECHSYM.2014.6808078","url":null,"abstract":"Micro-strip patch antenna's have been widely used for the application of RF and wireless system because of their small size, light weight and easy realization. In this paper we have reduced the resonating frequency by lengthening the excited surface current path without increasing antenna length and analyzed the antenna parameters by changing the feed technique. On the introduction of an annular ring in between the symmetrical L-slotted patch the resonance frequency is reduced by 29.91% when edge-fed or microstrip-line feed technique is used. The coaxial feed results in dual band operation of the antenna (in C-band and X-band). Small sized single band microstrip patch antenna works in ISM band with the bandwidth of 100MHz while, the dual-band microstrip patch antenna works in Wi-Max and 4G in the bandwidth of 25MHz and 85MHz.","PeriodicalId":265072,"journal":{"name":"Proceedings of the 2014 IEEE Students' Technology Symposium","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121279098","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 : 2014-02-01DOI: 10.1109/TECHSYM.2014.6808074
M. Sowjanya, B. Babu
This paper presents the control strategy for a three-phase LCL-filter type based grid connected inverter system for photovoltaic (PV) applications. The control strategy proposed in the paper involves the independent control of active and reactive power injected into the grid during steady state and transient conditions. In addition to that, a comparative study between active and passive damping configurations for LCL type filter resonance damping is also analyzed. The control strategy implemented on a three-phase grid connected PV-inverter is studied and verified by computer simulation based on MATLAB Simulink and the results are analyzed for effectiveness of the study.
{"title":"Comparative analysis of LCL filter with active and passive damping methods for grid-interactive inverter system","authors":"M. Sowjanya, B. Babu","doi":"10.1109/TECHSYM.2014.6808074","DOIUrl":"https://doi.org/10.1109/TECHSYM.2014.6808074","url":null,"abstract":"This paper presents the control strategy for a three-phase LCL-filter type based grid connected inverter system for photovoltaic (PV) applications. The control strategy proposed in the paper involves the independent control of active and reactive power injected into the grid during steady state and transient conditions. In addition to that, a comparative study between active and passive damping configurations for LCL type filter resonance damping is also analyzed. The control strategy implemented on a three-phase grid connected PV-inverter is studied and verified by computer simulation based on MATLAB Simulink and the results are analyzed for effectiveness of the study.","PeriodicalId":265072,"journal":{"name":"Proceedings of the 2014 IEEE Students' Technology Symposium","volume":"111 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126838351","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 : 2014-02-01DOI: 10.1109/TECHSYM.2014.6808088
Padmapriya Duraisamy, Feng Zheng, T. Kaiser
This paper discusses the separation of signals in multiple-tag radio frequency identification (RFID) systems. First, a model for the RFID system in both single and multiple tag environments is presented. Then, an analytical constant modulus algorithm (ACMA) for the blind source separation problem is reviewed. An alternative approach to the traditional ACMA using joint diagonalization is considered. Finally, both the ACMAs are applied to the multiple-tag RFID environment and performance of the system is studied. Simulations are carried out for 4-QAM and 16-QAM modulations at tag and analyses of the simulation results reveal that the ACMA with joint diagonalization takes lesser CPU time to execute compared to the traditional ACMA, but with higher average modulus error (AME). The variation of system performance with the number of measurements, SNR (signal to noise ratio), number of tags and number of antennas at the reader is also studied. Based on these, some design guidelines are presented. Interestingly both the ACMA algorithms work for the 16-QAM case and yield trends similar to those of 8-PSK and 4-QAM.
{"title":"Joint diagonalization in ACMA and its application to multiple-tag RFID systems","authors":"Padmapriya Duraisamy, Feng Zheng, T. Kaiser","doi":"10.1109/TECHSYM.2014.6808088","DOIUrl":"https://doi.org/10.1109/TECHSYM.2014.6808088","url":null,"abstract":"This paper discusses the separation of signals in multiple-tag radio frequency identification (RFID) systems. First, a model for the RFID system in both single and multiple tag environments is presented. Then, an analytical constant modulus algorithm (ACMA) for the blind source separation problem is reviewed. An alternative approach to the traditional ACMA using joint diagonalization is considered. Finally, both the ACMAs are applied to the multiple-tag RFID environment and performance of the system is studied. Simulations are carried out for 4-QAM and 16-QAM modulations at tag and analyses of the simulation results reveal that the ACMA with joint diagonalization takes lesser CPU time to execute compared to the traditional ACMA, but with higher average modulus error (AME). The variation of system performance with the number of measurements, SNR (signal to noise ratio), number of tags and number of antennas at the reader is also studied. Based on these, some design guidelines are presented. Interestingly both the ACMA algorithms work for the 16-QAM case and yield trends similar to those of 8-PSK and 4-QAM.","PeriodicalId":265072,"journal":{"name":"Proceedings of the 2014 IEEE Students' Technology Symposium","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130426593","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 : 2014-02-01DOI: 10.1109/TECHSYM.2014.6808047
Saurabh, A. Malik, P. Srivastava
Modern communication and signal processing is dependent on the high speed and low power consumption of the Analog-to-Digital converters (ADC) to a very large extent. Comparator is the basic building block of the ADCs which compares the two set of variables and change the input analog signal in digital. In this paper a new design of double tail comparator is proposed for high frequency of data conversion and is compared with the best available recently proposed double tail comparator design in term of area on chip power utilization, delay consideration and PDP. For a frequency higher than 350 MHz the power consumption is less for the proposed double tail comparator design, which keeps on getting better with every rising frequency. The maximum frequency of operation is also increased from 1.7 GHz to 2.5 GHz along with lesser delay which is significant considering the need of high speed devices. Apart from the proposed DT comparator shows an improvement of 23.57% in terms of area than the previous best design.
{"title":"New improved high speed low power double tail comparator design for 2.5 GHz input signal","authors":"Saurabh, A. Malik, P. Srivastava","doi":"10.1109/TECHSYM.2014.6808047","DOIUrl":"https://doi.org/10.1109/TECHSYM.2014.6808047","url":null,"abstract":"Modern communication and signal processing is dependent on the high speed and low power consumption of the Analog-to-Digital converters (ADC) to a very large extent. Comparator is the basic building block of the ADCs which compares the two set of variables and change the input analog signal in digital. In this paper a new design of double tail comparator is proposed for high frequency of data conversion and is compared with the best available recently proposed double tail comparator design in term of area on chip power utilization, delay consideration and PDP. For a frequency higher than 350 MHz the power consumption is less for the proposed double tail comparator design, which keeps on getting better with every rising frequency. The maximum frequency of operation is also increased from 1.7 GHz to 2.5 GHz along with lesser delay which is significant considering the need of high speed devices. Apart from the proposed DT comparator shows an improvement of 23.57% in terms of area than the previous best design.","PeriodicalId":265072,"journal":{"name":"Proceedings of the 2014 IEEE Students' Technology Symposium","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125650438","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 : 2014-02-01DOI: 10.1109/TECHSYM.2014.6808043
R. Verma, Vimlesh Verma, C. Chakraborty
In this paper an artificial neural network (ANN) based speed estimator is presented for vector-controlled squirrel cage induction motor (IM) drive. The drive is stable in all operating region and is independent of stator resistance variation. Stator currents, modified stator voltages (Reference values) with stator resistance adaption are used as input to the ANN and rotor speed is treated as the output. For ANN training, Levenberg-Marquardt algorithm is used. Network is first trained for different test data. Finally the algorithm is tested for motoring and regenerating mode considering various loads, speed levels including effect of stator resistance variation. The proposed method is validated through computer simulation using MATLAB/SIMULINK environment.
{"title":"ANN based sensorless vector controlled induction motor drive suitable for four quadrant operation","authors":"R. Verma, Vimlesh Verma, C. Chakraborty","doi":"10.1109/TECHSYM.2014.6808043","DOIUrl":"https://doi.org/10.1109/TECHSYM.2014.6808043","url":null,"abstract":"In this paper an artificial neural network (ANN) based speed estimator is presented for vector-controlled squirrel cage induction motor (IM) drive. The drive is stable in all operating region and is independent of stator resistance variation. Stator currents, modified stator voltages (Reference values) with stator resistance adaption are used as input to the ANN and rotor speed is treated as the output. For ANN training, Levenberg-Marquardt algorithm is used. Network is first trained for different test data. Finally the algorithm is tested for motoring and regenerating mode considering various loads, speed levels including effect of stator resistance variation. The proposed method is validated through computer simulation using MATLAB/SIMULINK environment.","PeriodicalId":265072,"journal":{"name":"Proceedings of the 2014 IEEE Students' Technology Symposium","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126023080","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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