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Transferring Age and Gender Attributes for Dimensional Emotion Prediction from Big Speech Data using Hierarchical Deep Learning 4

Transferring Age and Gender Attributes for Dimensional Emoti...

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4th ieee international conference on Big Data Security on Cloud (BigDataSecurity) / 4th ieee international conference on High Performance and Smart computing (HPSC) / 3rd ieee international conference on Intelligent Data and Security (IDS)

作者： Zhao, Huijuan Ye, Ning Wang, Ruchuan Nanjing Univ Posts & Telecommun Coll Internet Things Nanjing Jiangsu Peoples R China Nanjing Inst Ind Technol Coll Comp & Software Nanjing Jiangsu Peoples R China Nanjing Univ Posts & Telecommun Coll Comp Nanjing Jiangsu Peoples R China Jiangsu High Technol Res Key Lab Wireless Sensor Nanjing Jiangsu Peoples R China

ISBN: (纸本)9781538643990

The continous speech emotion prediction is a challenging task. This research has many important applications in real-life, especially on human-computer interaction and its applications are expected to become increasingly wider and deeper. Previous studies have show that three dimensional attributes of emotion such as arousal, valence and dominance are related each other. Moreover, age and gender of speaker affect the recognition of speech emotion. Based on these observation, we propose a new dimensional attributes prediction model using multi-task learning, aiming to improve the emotion recognition performance and generalization capabilities. The present methods utilize the big speech data to train the age and gender submodel, which will be transferred to the main modellla hierarchical deep learning model, using age and gender as the high level attributes of the emotion. The publicly available databases IEMOCAP and aGender have been conducted to evaluate the performance and the accuracy of the proposed work. Experiment results of within-corpus evaluation show that the proposed approach has superior performance compared to state of the art result.

关键词： speech emotion prediction big data multi-task learning transfer learning deep learning

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Web load balance strategy with energy consumption constrained based on DNS collaboration 4

Web load balance strategy with energy consumption constraine...

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作者： Han, Zhijie Wang, Yalu Zhao, Hui Henan Univ Inst Data & Knowledge Engn Kaifeng Henan Peoples R China Henan Univ Sch Sofeware Kaifeng Henan Peoples R China Jiangsu High Technol Res Key Lab Wireless Sensor Nanjing Jiangsu Peoples R China

ISBN: (纸本)9781538643990

With the massive application of Web services and streaming media, Web cluster deployment in a single physical area can no longer meet the network requirements. Currently, with a range of WAN Web cluster deployment, the delegation points can access the nearest Web cluster and reduce the average distance of data flow, thus reducing network latency. Therefore, it is particularly important for cluster load balancing to quickly obtain access node information and redirect Web clusters that need to be accessed by the nodes. At the same time, the power consumption of computers and the power consumption of multi-area deployment of Web clusters are huge, and more computer resources are wasted in the low-access period, so it is also essential to reduce the power consumption of the entire load balancing. In order to solve the above two problems, this paper proposes a web load balancing method which can reduce the energy consumption of the cluster and DNS collaboration. It provides information for accessing the nodes to the load balancing and uses the cosine distance to quickly locate the web clusters that the nodes need to access. Meanwhile, Cluster energy consumption strategy to reduce the energy consumption of the entire cluster.

关键词： Web clusters Load balance DNS collaboration reduce energy consumption strategy

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conference Record of the 3rd ieee international Workshop on Electronic Power Grid, eGrid 2018

Conference Record of the 3rd IEEE International Workshop on ...

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3rd ieee international Workshop on Electronic Power Grid, eGrid 2018

ISBN: (纸本)9781538676653

The proceedings contain 37 papers. The topics discussed include: current compensators for unbalanced electric distribution systems;current sensing delay in three-phase inverter;quantifying transmission fault voltage influence and its potential impact on distributed energy resources;privacy-preserving aggregation of controllable loads to compensate fluctuations in solar power;consensus damping of inter-area oscillations using utility-scale solar-battery generation;a fractional-order model of filter inductors within converter control bandwidth;and a distributed demand response algorithm and its application to campus microgrid.

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Design and Evaluation of an RF-based Detection and Identification System for Public Utility Vehicles 3

Design and Evaluation of an RF-based Detection and Identific...

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3rd international conference on Computer and Communication systems (ICCCS)

作者： Endaya, Jeynald Jeyromme Quinones, Yzabel Iesa Tan, Wilson M. Univ Philippines Dept Comp Sci Networks & Distributed Syst Grp Quezon City Philippines

ISBN: (纸本)9781538663509

Colorum vehicles, as defined by the Land Transportation Franchising & Regulatory Board of the Philippines, are vehicles acting as Public Utility Vehicles (PUVs) without proper registration or authorization. They present one of the most rampant problems in Philippine transportation, and current systems designed to detect colorum vehicles include only manual visual inspection which are prone to error and can disrupt traffic. An RF-based (Radio Frequency) system for automatically detecting registered vehicles was designed and tested to solve this problem. This system uses a pair of RF nodes - one installed in a PUV to mark it as registered and one installed in a base station to detect RF nodes in passing PUVs. Test results showed that it was possible to detect a registered PUV 100% of the time when the system is deployed at a PUV stop, and 97% of the time when deployed along an open road in a PUV route. Detection distances for registered PUVs were also measured to be at an average of 77m for base stations deployed at waiting sheds, which would grant traffic enforcers enough time to flag down a suspected colorum vehicle. Overall, the system can reduce the number of instances that traffic enforcers would have to flag down and inspect vehicles, therefore resulting in a more efficient implementation of traffic rules.

关键词： wireless sensor networks intelligent transport system

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Optimistic Attack Detection Using Triangular Mutation based Particle Swarm Optimization in Wireless Multimedia sensor Networks 3

Optimistic Attack Detection Using Triangular Mutation based ...

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3rd ieee international conference on Communication and Electronics systems (ICCES)

作者： Kaur, Sandeep Sharma, Tejinder Amritsar Coll Engn & Technol Dept Comp Sci & Engn Amritsar Punjab India

ISBN: (纸本)9781538647653

To detect the attack, a Novel Triangular mutation based Particle Swarm Optimization with attack detection ADOV technique has been proposed. The Ad Hoc On-Demand Distance Vector (AODV) algorithm is using the connectivity concept to decide between source and local repair when a link break occurs. Besides, we used a Computational Intelligence algorithm, called Particle Swarm Optimization (PSO), which enables to find candidate solutions in all considered search space in order to reduce average data packet drop ratio over the network. The performance of the original TIGMR protocol based geographi multipath routing is compared with this new implemented approach, called here as AODV-PSO. Two metrics were used to evaluate the performance of the algorithm: Packet drop ratio and throughput. We observed that the AODV-PSO outperformed the original AODV protocol in the scenarios studied in this paper.

关键词： Wireless Multimedia sensor Network Triangular Mutation based Particle Swarm optimization (PSO) and AODV routing protocol

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GreenMap: Approximated Filtering towards Energy-Aware Crowdsensing for Indoor Mapping 15

GreenMap: Approximated Filtering towards Energy-Aware Crowds...

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15th ieee international conference on Mobile Ad Hoc and sensor systems (MASS)

作者： Kassinger, Johannes Abdelaal, Mohamed Durr, Frank Rothermel, Kurt Univ Stuttgart Inst Parallel & Distributed Syst Stuttgart Germany

ISBN: (纸本)9781538655801

Recently, mobile crowdsensing has become an appealing paradigm thanks to the ubiquitous presence of powerful mobile devices. Indoor mapping, as an example of crowdsensing-driven applications, is essential to provide many indoor location-based services, such as emergency response, security, and tracking/navigation in large buildings. In this realm, 3D point clouds stand as an optimal data type which can be crowdsensed-using currently-available mobile devices, e.g. Google Tango, Microsoft Hololens and Apple ARKit-to generate floor plans with different levels of detail, i.e. 2D and 3D mapping. However, collecting such bulky data from "resources-limited" mobile devices can significantly harm their energy efficiency. To overcome this challenge, we introduce GreenMap, an energy-aware architectural framework for automatically mapping the interior spaces using crowdsensed point clouds with the support of structural information encoded in formal grammars. GreenMap reduces the energy overhead through projecting the point clouds to several filtration steps on the mobile devices. In this context, GreenMap leverages the potential of approximate computing to reduce the computational cost of data filtering while maintaining a satisfactory level of modeling accuracy. To this end, we propose two approximation strategies, namely DyPR and SuFFUSION. To demonstrate the effectiveness of GreenMap, we implemented a crowdsensing Android App to collect 3D point clouds from two different buildings. We show that GreenMap achieves significant energy savings of up to 67.8%, compared to the baseline methods, while generating comparable floor plans.

关键词： Three-dimensional displays Mobile handsets Hidden Markov models Data models Grammar Solid modeling Two dimensional displays

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An Adaptive Scheme for Two-stage Multi-hypothesis Prediction 3

An Adaptive Scheme for Two-stage Multi-hypothesis Prediction

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ieee 3rd international conference on Signal and Image Processing (ICSIP)

作者： Chen, Can Hou, Shiming Zhou, Chao Ding, Fei Zhang, Dengyin Nanjing Univ Posts & Telecommun Nanjing Jiangsu Peoples R China

ISBN: (纸本)9781538663967

Existing two-stage multi-hypothesis reconstruction (2sMHR) schemes deploy a pixel-domain multi-hypothesis (MH) prediction after a measurement-domain recovery to break the limit of flexibility in reconstruction. However, these schemes for 2sMHR are sensitive to different types of videos because they select reference frames non-adaptively in pixel-domain recovery. To address this problem, we propose an adaptive scheme for 2sMHR in which we hold the assumption that the most accurate reference frame has the most significant weight. Specifically, we firstly integrate candidate reference frames into the same hypothesis set and utilize L1 norm to select the preferred frame as the reference to execute a secondary reconstruction. Simulation results demonstrate that the proposed scheme outperforms the state-of-the-art schemes in terms of stability.

关键词： distributed compressed video sensing (DCVS) multi-hypothesis (MH) prediction secondary reconstruction wireless video sensor networks (WVSN)

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A LPWAN based Wireless sensor Node for Aquaculture Water Quality Monitoring System 3

A LPWAN based Wireless Sensor Node for Aquaculture Water Qua...

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3rd international conference on Sustainable Information Engineering and Technology (SIET)

作者： Bhawiyuga, Adhitya Yahya, Widhi Univ Brawijaya Fac Comp Sci Malang Indonesia

ISBN: (纸本)9781538674079

The monitoring of water quality becomes a necessity in aquaculture system to ensure the growth and vitality of the fish. There exists several influencing factors to the water quality including acidity (pH), turbidity, dissolved oxygen and temperature level. As an alternative, the role of farmers could be replaced with a wireless sensor network (WSN) system with the aim of achieving efficiency, accuracy, and remote access. This study proposed the design of wireless sensor node to monitor water condition. The LoRa module was used as communication protocol between node sensor and the gateway due to its efficient power consumption along with wide transmission range which is very appropriate to be applied in aquaculture systems that are usually far away or have limited electricity resources. Based on the sensor node functionality testing, the sensor node could response the environmental changes appropriately. In the performance testing result the best delay was 189,4 ms which was founded on 40m communication range and 82byte of data. The increasing value of communication range also caused linearly increase of the packet loss.

关键词： sensor nodes

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Study on precise mushroom cultivation based on feedback perception 3

Study on precise mushroom cultivation based on feedback perc...

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3rd ieee international conference on Cloud computing and Big Data Analysis, ICCCBDA 2018

作者： Hongpo, Wang Hong, Zhou School of Computer Science and Information Engineering Tianjin Agricultural University Tianjin300384 China

ISBN: (纸本)9781538643006

In order to precise control the planting process and monitor mushroom growth in real time online, the design scheme of the environment monitoring system based on Internet of things was put forward on the main environmental parameters that affect the growth of mushroom. And according to the mushroom environment characteristics, the appropriate sensor and sensor placement were chose. By using RS-485 bus technology the information acquisition module, display module, communication interface and control interface monitoring terminal were built up. For the wiring is not conducive to the place in the mushroom room, its environmental information preclude the use of wireless sensor networks. On the server side is a web house environmental monitoring system was build based on the MySQL database» On the network communication interface the ENC28J60 Ethernet controller was used. In order to obtain the perceived data more accurately and effectively, loss-based retransmission detection based on the ACK scheme is adopted in the wireless sensor network. Experimental results show that this method can effectively improve the reliability of the data. © 2018 ieee.

关键词： Wireless sensor networks

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An Improved Centroid Localization Algorithm Based on Virtual Beacon Nodes for WSNs 3

An Improved Centroid Localization Algorithm Based on Virtual...

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3rd ieee international conference on Cloud computing and Internet of Things, CCIOT 2018

作者： Jiang, Rui Wu, Qian Xu, Youyun Nanjing University of Posts and Telecommunications Telecommunication and Networks National Engineering Nanjing Jiangsu210023 China Broadband Wireless Communication and Sensor Network Technology Key Lab of Ministry of Education Nanjing University of Posts and Telecommunications Nanjing Jiangsu210023 China

ISBN: (纸本)9781538671412

According to the application of range-free localization technology for wireless sensor networks (WSNs), an improved centroid localization algorithm is proposed in the paper. In this methodology, the centroid of the space enclosed by connected beacon nodes is considered as a virtual beacon node. It can be proved that the coordinate of the centroid and the received signal strength indication (RSSI) between the unknown node and the centroid could be calculated. When the beacon node with the weakest RSSI is replaced by this virtual beacon node, the space enclosed by connected beacon nodes is reduced and the location precision can be improved. Monte Carlo tests validate that the proposed algorithm has strong robustness and can achieve a good performance of localization precision and coverage. © 2018 ieee.

关键词： sensor nodes

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