2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)最新文献

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Where to Process: Deadline-aware Online Resource Auction in Mobile Edge Computing 如何处理:移动边缘计算中的截止日期在线资源拍卖
Chongyu Zhou, C. Tham
{"title":"Where to Process: Deadline-aware Online Resource Auction in Mobile Edge Computing","authors":"Chongyu Zhou, C. Tham","doi":"10.1109/PERCOMW.2018.8480192","DOIUrl":"https://doi.org/10.1109/PERCOMW.2018.8480192","url":null,"abstract":"Mobile edge computing (MEC) leverages the advan-tages of both cloud computing and mobile computing. An important issue affecting the efficiency of MEC systems is to determine whether letting the mobile users (MUs) offload the computation tasks to the cloudlet or processing the computation tasks locally. The challenge increases in practical MEC systems when the computation tasks have deadlines and the MUs are moving with intermittent wireless local area network (WLAN) connections. To tackle these challenges, in this paper, we propose a Deadlineaware Online Resource Auction (DORA) framework for dynamic computational resource allocation in MEC systems. In DORA, MUs dynamically evaluates the computational resource at the cloudlets and make bidding and offloading decisions. On the other side, the service provider (SP) carries out a winner selection process to make resource allocation and pricing decisions. The proposed DORA framework is truthful and achieves closeto-offline-optimal time-averaged social welfare with polynomial time complexity. Furthermore, the proposed DORA framework introduces a novel method for online resource evaluation in a stochastic setting. Through rigorous theoretical analysis and comprehensive simulations, we demonstrate the effectiveness of the proposed DORA framework.","PeriodicalId":190096,"journal":{"name":"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","volume":"94 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123093033","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}
引用次数: 5
An Edge-Focused Model for Distributed Streaming Data Applications 分布式流数据应用的边缘聚焦模型
V. Bumgardner, Caylin D. Hickey, V. Marek
{"title":"An Edge-Focused Model for Distributed Streaming Data Applications","authors":"V. Bumgardner, Caylin D. Hickey, V. Marek","doi":"10.1109/PERCOMW.2018.8480196","DOIUrl":"https://doi.org/10.1109/PERCOMW.2018.8480196","url":null,"abstract":"This paper presents techniques for the description and management of distributed streaming data applications. The proposed solution provides an abstract description language and operational graph model for supporting collections of autonomous components functioning as distributed systems. Using our approach, applications supporting millions of devices can be easily modeled using abstract configurations. Through our models applications can implemented and managed through socalled server-less application orchestration.","PeriodicalId":190096,"journal":{"name":"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","volume":"76 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116124299","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}
引用次数: 5
An Approach for CEP Query Shipping to Support Distributed IoT Environments 支持分布式物联网环境的CEP查询传送方法
A. C. F. D. Silva, Pascal Hirmer, R. Peres, B. Mitschang
{"title":"An Approach for CEP Query Shipping to Support Distributed IoT Environments","authors":"A. C. F. D. Silva, Pascal Hirmer, R. Peres, B. Mitschang","doi":"10.1109/PERCOMW.2018.8480241","DOIUrl":"https://doi.org/10.1109/PERCOMW.2018.8480241","url":null,"abstract":"In recent years, the amount of data has significantly increased. Deriving information and, consequently, knowledge from this data leads to huge benefits. To realize this, oftentimes Complex Event Processing is employed. Usually, current solutions process data on monolithic IT infrastructures. However, for the emerging Internet of Things paradigm, this is not adequate, because high efficiency is of vital importance. To achieve this, distributed data processing with short communication paths and reduced network traffic need to be enabled. In this paper, we introduce an approach for CEP query shipping to support distributed Internet of Things environments.","PeriodicalId":190096,"journal":{"name":"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116588427","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}
引用次数: 4
Emotion Recognition through Gait on Mobile Devices 移动设备上基于步态的情绪识别
Mangtik Chiu, Jiayu Shu, P. Hui
{"title":"Emotion Recognition through Gait on Mobile Devices","authors":"Mangtik Chiu, Jiayu Shu, P. Hui","doi":"10.1109/PERCOMW.2018.8480374","DOIUrl":"https://doi.org/10.1109/PERCOMW.2018.8480374","url":null,"abstract":"Building systems that have the ability to recognize human emotions has attracted much interest in recent years. Common approaches toward machine emotion recognition focus on detection of facial expressions and analysis of physiological signals. However, in situations where these features cannot be easily obtained, emotion recognition becomes a challenging problem. In this paper, we explore the possibility of emotion recognition through gait, which is one of the most common human behaviors. We first identify various motion features based on pose estimation from captured video frames. We then train several supervised learning models, including SVM, Multilayer Perceptron, Naive Bayes, Decision Tree, Random Forest and Logistic Regression, using selected features and compare their performances. The best model trained to classify five emotion labels has an accuracy of 64%. Finally, we implement a proof-of-concept mobile-server system for emotion recognition in real-life scenarios using smartphone cameras.","PeriodicalId":190096,"journal":{"name":"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130490673","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}
引用次数: 16
Enabling remote assessment of cognitive behaviour through mobile experience sampling 通过移动体验采样实现对认知行为的远程评估
Jan Wohlfahrt-Laymann, H. Hermens, Claudia Villalonga, M. Vollenbroek-Hutten, O. Baños
{"title":"Enabling remote assessment of cognitive behaviour through mobile experience sampling","authors":"Jan Wohlfahrt-Laymann, H. Hermens, Claudia Villalonga, M. Vollenbroek-Hutten, O. Baños","doi":"10.1109/PERCOMW.2018.8480310","DOIUrl":"https://doi.org/10.1109/PERCOMW.2018.8480310","url":null,"abstract":"Cognitive decline is among the normal processes of ageing, involving problems with memory, language, thinking and judgment, happening at different times and affecting people’s live to a significant extent. Traditional clinical methods for cognitive assessment are conducted by experts once first symptoms appear. Mobile technologies can help supporting more immediate, continuous and ubiquitous measurements, thus potentially allowing for much earlier diagnosis of cognitive disorders. We present in this paper a digital mobile tool to administer cognitive tests in the form of multimedia experience sampling methods (ESM), which can run on a smartphone and can be scheduled and assessed remotely. The tool integrates digital cognitive ESM with passive sensor data that can be used to study the interplay of cognition and physical, social and emotional behaviours. We implement the Mini-Mental State Examination (MMSE) test, a clinical questionnaire extensively used to assess cognitive disorders, in order to showcase the possibilities offered by the proposed tool. Initial usability results show the tool to be perceived simple, easy and accessible for cognitively unimpaired persons.","PeriodicalId":190096,"journal":{"name":"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123233468","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}
引用次数: 5
Towards Gaze-Based Mobile Device Interaction for the Disabled 面向残疾人的基于注视的移动设备交互
Anton Wachner, Janick Edinger, Christian Becker
{"title":"Towards Gaze-Based Mobile Device Interaction for the Disabled","authors":"Anton Wachner, Janick Edinger, Christian Becker","doi":"10.1109/PERCOMW.2018.8480159","DOIUrl":"https://doi.org/10.1109/PERCOMW.2018.8480159","url":null,"abstract":"Manual input is the dominant way to interact with mobile devices in everyday life. Innovations like multi-touch displays and virtual keyboards that allow user input by sliding a finger over the letters make this input more and more convenient. However, these systems assume that users have full control over their hand movements. This assumption excludes millions of people who suffer from loss of extremities, paralyses, or spasticities. In this paper, we motivate the urgent need for input mechanisms that make these technologies available for everybody. We focus on gaze-based interaction as eye movements can be tracked by built-in cameras of unmodified mobile devices without any further hardware requirements. As accurate point of gaze estimation on mobile devices is nontrivial, we propose a middleware that is not based on the absolute position of the pupils but rather takes eye movement patterns into account. This paper has four contributions. First, we motivate the need for alternative inputs methods besides manual input. Second, we discuss existing approaches and reveal their limitations. Third, we propose a middleware that allows gaze-based user interaction with mobile devices. Fourth, we provide a framework that allows developers to easily integrate gaze-based control into mobile applications.","PeriodicalId":190096,"journal":{"name":"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124458920","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}
引用次数: 2
Sensing Behaviors of Students in Online vs. Face-to-Face Lecturing Contexts 在线与面对面教学情境下学生的感知行为
Rebecca Medina, Daniel Carpenter, Joe Geigel, Reynold J. Bailey, Linwei Wang, Cecilia Ovesdotter Alm
{"title":"Sensing Behaviors of Students in Online vs. Face-to-Face Lecturing Contexts","authors":"Rebecca Medina, Daniel Carpenter, Joe Geigel, Reynold J. Bailey, Linwei Wang, Cecilia Ovesdotter Alm","doi":"10.1109/PERCOMW.2018.8480398","DOIUrl":"https://doi.org/10.1109/PERCOMW.2018.8480398","url":null,"abstract":"University students are often presented with the choice between a traditional classroom and an online learning environment. Given the growing interest in web-based learning, it is essential to understand if students' needs are met in these learning environments. Sensing mechanisms enable realtime monitoring of students' reactions as they view and engage with course content. We use galvanic skin response and facial expression analysis to identify differences in behaviors associated with learning via a face-to-face versus an online lecture. We also explore the effects of incentives on learning. Findings indicate that physiological data recorded during a lecture is a good indicator of content difficulty, potentially providing a way for instructors to adjust their materials and delivery to benefit students' understanding. The data further suggests that subjects react more negatively to online lecturing and that learning incentives may have the adverse effect of increasing stress on students as opposed to improving performance.","PeriodicalId":190096,"journal":{"name":"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126439178","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}
引用次数: 2
Custom Dual Transportation Mode Detection By Smartphone Devices Exploiting Sensor Diversity 利用传感器多样性的智能手机设备定制双运输模式检测
Claudia Carpineti, Vincenzo Lomonaco, L. Bedogni, M. D. Felice, L. Bononi
{"title":"Custom Dual Transportation Mode Detection By Smartphone Devices Exploiting Sensor Diversity","authors":"Claudia Carpineti, Vincenzo Lomonaco, L. Bedogni, M. D. Felice, L. Bononi","doi":"10.1109/PERCOMW.2018.8480119","DOIUrl":"https://doi.org/10.1109/PERCOMW.2018.8480119","url":null,"abstract":"Making applications aware of the mobility experienced by the user can open the door to a wide range of novel services in different use-cases, from smart parking to vehicular traffic monitoring. In the literature, there are many different studies demonstrating the theoretical possibility of performing Transportation Mode Detection (TMD) by mining smartphones embedded sensors data. However, very few of them provide details on the benchmarking process and on how to implement the detection process in practice. In this study, we provide guidelines and fundamental results that can be useful for both researcher and practitioners aiming at implementing a working TMD system. These guidelines consist of three main contributions. First, we detail the construction of a training dataset, gathered by heterogeneous users and including five different transportation modes; the dataset is made available to the research community as reference benchmark. Second, we provide an in-depth analysis of the sensor-relevance for the case of Dual TDM, which is required by most of mobility-aware applications. Third, we investigate the possibility to perform TMD of unknown users/instances not present in the training set and we compare with state-of-the-art Android APIs for activity recognition.","PeriodicalId":190096,"journal":{"name":"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134552765","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}
引用次数: 42
Scripting Over-The-Air: Towards Containers on Low-end Devices in the Internet of Things 无线脚本:面向物联网低端设备的容器
E. Baccelli, Jörg Dörr, S. Kikuchi, Francisco Javier Acosta Padilla, K. Schleiser, I. Thomas
{"title":"Scripting Over-The-Air: Towards Containers on Low-end Devices in the Internet of Things","authors":"E. Baccelli, Jörg Dörr, S. Kikuchi, Francisco Javier Acosta Padilla, K. Schleiser, I. Thomas","doi":"10.1109/PERCOMW.2018.8480277","DOIUrl":"https://doi.org/10.1109/PERCOMW.2018.8480277","url":null,"abstract":"The Internet of Things (IoT) connects a variety of small devices, via gateways, to the cloud. Use-cases often require IoT devices to run logic that is not pre-determined before deployment, and that must be updated during the life-time of the device. In this paper, we explore the potential of over-the-air scripting and updatable runtime containers hosting application logic on heterogeneous low-end IoT devices. Based on RIOT and Javascript, we provide a proof-of-concept implementation of this approach for a building automation IoT scenario. A preliminary evaluation shows our prototype runs on common off-the-shelf low-end IoT hardware with as little as 32kB of memory.","PeriodicalId":190096,"journal":{"name":"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","volume":"113 22","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120823336","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}
引用次数: 20
GIFT: Glove for Indoor Fitness Tracking System 礼品:室内健身追踪系统手套
Elder A. H. Akpa, Masashi Fujiwara, Yutaka Arakawa, H. Suwa, K. Yasumoto
{"title":"GIFT: Glove for Indoor Fitness Tracking System","authors":"Elder A. H. Akpa, Masashi Fujiwara, Yutaka Arakawa, H. Suwa, K. Yasumoto","doi":"10.1109/PERCOMW.2018.8480211","DOIUrl":"https://doi.org/10.1109/PERCOMW.2018.8480211","url":null,"abstract":"It has been intensively demonstrated that physical activity can enhance the mental and physical health of practitioners. In recent years, fitness activities became the most common way to engage in physical activities. In this paper, we propose a smart-glove based fitness activity tracking system that can detect athletes activities in any indoor fitness facility, with no need of attaching multiple sensors on the athlete’s body. The system adopts force sensitive resistor (FSR) sensors to identify the type of exercise by analyzing the pressure distribution in the hand palm during fitness activities. To evaluate the performance of our proposed system, we ran a pilot study with 10 healthy participants over 10 common fitness activities. The experimental results showed an overall recognition accuracy rate of 87%. We believe the promising results would contribute to the works on personal assisted coaching systems and create enjoyable experiences when performing fitness activities.","PeriodicalId":190096,"journal":{"name":"2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124072546","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}
引用次数: 7
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