this paper proposes a simple message passing detector with QR-decomposition for multi-input multi-output ( MIMO) systems. Our message passing algorithm exploits the structure of QR-decomposed received signals and achi...
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ISBN:
(纸本)9789881476852
this paper proposes a simple message passing detector with QR-decomposition for multi-input multi-output ( MIMO) systems. Our message passing algorithm exploits the structure of QR-decomposed received signals and achieves optimum maximum likelihood ( ML) detection with less complexity. computer simulations confirm the superior performance of our proposed approach to conventional message passing techniques such as belief propagation ( BP).
It is the need of an era to store and process big data and its applications. To process these applications, it is inevitable to use heterogeneous distributed computing systems (HeDCS). the heterogeneous distributed sy...
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ISBN:
(纸本)9789811046032;9789811046025
It is the need of an era to store and process big data and its applications. To process these applications, it is inevitable to use heterogeneous distributed computing systems (HeDCS). the heterogeneous distributed systems facilitate scalability, an essential characteristic for big data processing. However, to implement the scalable model, it is essential to handle performance, efficiency, optimal resource utilization and several other key constraints. Scheduling algorithms play a vital role in achieving better performance and high throughput in heterogeneous distributed computing systems. Hence, selection of a proper scheduling algorithm, for the specific application, becomes a critical task. Selection of an appropriate scheduling algorithm in heterogeneous distributed computing systems require the consideration of various parameters like scheduling type, multi-core processors, and heterogeneity. the paper discusses broadly the hierarchical classification of scheduling algorithms implemented in heterogeneous distributed computing systems and presents a comparative study of these algorithms, thus providing an insight into the significance of various parameters that play a role in the selection of a scheduling algorithm.
Photovoltaic (PV) systems are growing in demand due to the recent drop in prices of the solid state components. However, the quality of the output of the PV systems are still lacking behind and this is a major problem...
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In the walk of Advanced Driving Assistance systems (ADAS), Intelligent Driving and Traffic safety, Object detection plays a crucial role in the upcoming genesis of self-governing vehicles. Traditional computer vision ...
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In the walk of Advanced Driving Assistance systems (ADAS), Intelligent Driving and Traffic safety, Object detection plays a crucial role in the upcoming genesis of self-governing vehicles. Traditional computer vision and machine learning advances for object detection confront challenges against the difficult image backgrounds and environment conditions like sunlight effects, barricades and occlusions. In this paper, Single Shot Detector (SSD), Faster Region Convolutional Neural Network (Faster RCNN) and You Only Look Once (YOLOv2) deep learning architectures are compared by applying distinct pretrained Convolutional Neural Network (CNN) models. Experiments have been organized in a wide range to attain distinct models of Faster RCNN, SSD and YOLOv2 through appropriate modification in algorithms and parameters tuning. In this work, SSD, Faster RCNN and YOLOv2 are trained for 5 different object classes of traffic signs and their outcomes are evaluated. Traditional Evaluation parameters: mAp(mean Average precision-Precision, Recall and IoU) and FPS(Frames per second) are run-down to analyze the accuracy and speed of the algorithms. On analyzing, the accuracy of YOLOv2 outperforms Faster RCNN and SSD by 3.5% and 21% respectively. Also, YOLOv2 learned 3 times speedy than Faster RCNN with increased accuracy.
In this paper we propose the practical application of multimodal conversational interfaces to develop advanced mobile learning applications. Our proposal integrates features of Android APIs on a modular architecture t...
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ISBN:
(纸本)9783319671802;9783319671796
In this paper we propose the practical application of multimodal conversational interfaces to develop advanced mobile learning applications. Our proposal integrates features of Android APIs on a modular architecturethat emphasizes interaction management and context-awareness to build user-adapted, robust and maintainable (mobile learning) m-learning applications. We have applied the proposed framework to develop a mobile learning application that improves users' interaction to solve practical educative exercises, promotes autonomous learning and self-assessment, personalizes the selection of recommended learning activities considering the student's preferences and their previous uses, and allows the provision of immediate feedback by means of the automatic assessment.
In recent years, Virtual Learning has gained wide popularity among the Higher Education Institutions (HEIs) to promote holistic education. Reviews have proven that Virtual Learning has proliferated over the years and ...
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this PALO volume constitutes the Proceedings of the 19thasiapacific Symposium on Intelligent and Evolutionary systems (IES 2015), held in Bangkok, thailand, November 22-25, 2015. the IES series of conference is an a...
ISBN:
(纸本)9783319269993
this PALO volume constitutes the Proceedings of the 19thasiapacific Symposium on Intelligent and Evolutionary systems (IES 2015), held in Bangkok, thailand, November 22-25, 2015. the IES series of conference is an annual event that was initiated back in 1997 in Canberra, Australia. IES aims to bring together researchers from countries of the asian pacific Rim, in the fields of intelligent systems and evolutionary computation, to exchange ideas, present recent results and discuss possible collaborations. Researchers beyond asian pacific Rim countries are also welcome and encouraged to participate. the theme for IES 2015 is Transforming Big Data into Knowledge and Technological Breakthroughs. the host organization for IES 2015 is the School of Information Technology (SIT), King Mongkuts University of Technology thonburi (KMUTT), and it is technically sponsored by the International Neural Network Society (INNS). IES 2015 is collocated withthree other conferences; namely, the 6th International conference on Computational systems-Biology and Bioinformatics 2015 (CSBio 2015), the 7th International conference on advances in Information Technology 2015 (IAIT 2015) and the 10th International conference on e-Business 2015 (iNCEB 2015), as a major part of series of events to celebrate the SIT 20th anniversary and the KMUTT 55th anniversary.
the ASEAN Economic Community (AEC) encourages Micro, Small and Medium Enterprises (MSMEs) to heighten their competitiveness by applying information and technology (ICT) solutions. However, MSMEs are faced with challen...
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the development of e-learning products and provision of e-learning opportunities is one of the most rapidly expanding areas of education and training. the growth of e-learning application is accelerating through both ...
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ISBN:
(纸本)9781509009879
the development of e-learning products and provision of e-learning opportunities is one of the most rapidly expanding areas of education and training. the growth of e-learning application is accelerating through both offline and online system. these innovative systems are changing the face of learning as we know it. However, what is known about these innovative approaches to training has been limited by the shortage of scientifically evaluation. this study aims to assess students' satisfaction and preference toward a multimedia learning system. this paper describes the evaluation of a package of a Multimedia e-learning system for computer Aided Design (CAD) practice course. this study develops a questionnaire based on usability evaluation method for a Multimedia e-learning system. the method extends the current practice by focusing not only on cognitive but also affective considerations that may influence e-learning usability. this paper presents findings from a study of the impact of the learning systems. the study also describes designing evaluation sheet, data collection and analysis strategies of a case study on the evaluation of the multimedia learning system implemented for computer Assisted Design (CAD) Practice Course in Ritsumeikan asiapacific University (APU), Japan.
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