2022 IEEE International Conference on Smart Internet of Things (SmartIoT)最新文献_第4页

Towards Smart Home Data Interpretation Using Analogies to Natural Language Processing 使用自然语言处理类比的智能家居数据解释

2022 IEEE International Conference on Smart Internet of Things (SmartIoT) Pub Date : 2022-08-01 DOI: 10.1109/SmartIoT55134.2022.00020

Matthias Melzer, Jan Dünnweber, Timo Baumann

{"title":"Towards Smart Home Data Interpretation Using Analogies to Natural Language Processing","authors":"Matthias Melzer, Jan Dünnweber, Timo Baumann","doi":"10.1109/SmartIoT55134.2022.00020","DOIUrl":"https://doi.org/10.1109/SmartIoT55134.2022.00020","url":null,"abstract":"Recent advances in the development of smart homes have led to the availability of a wide variety of devices providing a high level of convenience via gesture and speech control or fully automated operation. Many smart home appliances also address the aspects of safety and electricity savings by automatically powering themselves off after not being used for a while. However, many devices remain in a typical household that are not themselves “smart”, or are not primarily electric (such as heating systems). We address the savings aspect by identifying processes involving the use of multiple devices in the electrical flow data, as captured by a smart meter in a modern household, rather than focusing on a single appliance. Therefore, we introduce a novel approach to usage pattern analysis based on the idea that a pattern of device usages as a result of a resident's ‘routine’ (such as making breakfast) can be interpreted similarly to a natural language ‘sentence’; Natural Language Processing (NLP) algorithms can then be used for interpreting the residents' behavior. We introduce the notion of bag-oj-devices (BoD), derived from the bag-of-words model used in document classification. In an experiment, we show how we use this model to infer predictions about the inhabitants from device usage, such as the resident leaving for the day or just to fetch the newspaper.","PeriodicalId":422269,"journal":{"name":"2022 IEEE International Conference on Smart Internet of Things (SmartIoT)","volume":"67 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122717931","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: 1

Intelligent system in the management and control of transportation companies: A systematic review 智能系统在运输公司管理和控制中的应用:系统综述

2022 IEEE International Conference on Smart Internet of Things (SmartIoT) Pub Date : 2022-08-01 DOI: 10.1109/SmartIoT55134.2022.00031

Mauro Raul Lopez-Noa, Hugo Eladio Chumpitaz-Caycho, Ericka Nelly Espinoza-Gamboa, Manuel Alberto Espinoza-Cruz, Franklin Cordova-Buiza

{"title":"Intelligent system in the management and control of transportation companies: A systematic review","authors":"Mauro Raul Lopez-Noa, Hugo Eladio Chumpitaz-Caycho, Ericka Nelly Espinoza-Gamboa, Manuel Alberto Espinoza-Cruz, Franklin Cordova-Buiza","doi":"10.1109/SmartIoT55134.2022.00031","DOIUrl":"https://doi.org/10.1109/SmartIoT55134.2022.00031","url":null,"abstract":"The study aimed to know how the intelligent transportation system improves the management and control of passenger transportation companies between 2016 and 2021. An adaptation of the Prisma methodology was used, which poses a system for evaluating the systematic review of scientific literature on its relationship with the objective and the research question. The databases used were Scopus, Ebsco, ProQuest and Scielo. A total of 52 scientific articles were found; and after applying the selection criteria,11 original studies were obtained. It is concluded that the intelligent systems were implemented with the aim of improving the management and control of transportation, through the new experience of traveling in these units allowing an important advantage for passengers. In the studies reviewed, the effectiveness of having accurate information regarding the route, stations, trunk lines and, above all, reducing obstacles and collisions due to drivers' lack of attention is exposed. Consequently, in the research reviewed, it has been found that these systems provide the user with real-time information on the various schedules, routes and delays of the units, helping to make decisions.","PeriodicalId":422269,"journal":{"name":"2022 IEEE International Conference on Smart Internet of Things (SmartIoT)","volume":"154 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123284192","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: 0

Roadmap-Restricted Multi-Robot Collaborative Hunting Method Based on Improved Artificial Potential Field 基于改进人工势场的路线图约束多机器人协同搜索方法

2022 IEEE International Conference on Smart Internet of Things (SmartIoT) Pub Date : 2022-08-01 DOI: 10.1109/SmartIoT55134.2022.00021

Xinzhi Gao, Shoucan Wang, N. Ding

引用次数: 0

Design of Vehicle Profile for Autonomous Vehicles in Roundabouts used to improve Lane Change Strategy based on Multi-vehicle Collaboration 基于多车协同的环形交叉口自动驾驶车辆轮廓设计改进变道策略

2022 IEEE International Conference on Smart Internet of Things (SmartIoT) Pub Date : 2022-08-01 DOI: 10.1109/SmartIoT55134.2022.00029

D. Cao, C. Hu, N. Ding

{"title":"Design of Vehicle Profile for Autonomous Vehicles in Roundabouts used to improve Lane Change Strategy based on Multi-vehicle Collaboration","authors":"D. Cao, C. Hu, N. Ding","doi":"10.1109/SmartIoT55134.2022.00029","DOIUrl":"https://doi.org/10.1109/SmartIoT55134.2022.00029","url":null,"abstract":"Intelligent and connected vehicles (ICVs) is developed based on Internet of Vehicles (IOV) and intelligent vehicles, has become an effective solution to optimize vehicle traffic and alleviate traffic congestion based on the collaborative strategy of vehicle - road - environment. This paper proposes a lane-changing strategy of vehicles at the exit of roundabout based on the Vehicle Profile(VP) which achieved by the driving characteristics of vehicles in traffic roundabout. Initially, Vehicle Profile(VP) is defined due to the hybrid problem of multi-source heterogeneous data existing in ICVs, then the multi-source heterogeneous data is represented by VP. Moreover, the random forest algorithm is used to dynamically obtain and update the label weight of Vehicle Profile because of the problem of label weight existing in the practical application. In addition, the dynamic weight of the Vehicle Profile is introduced into the design of the vehicle payoff function involved in lane change decision, which solves the problem that the weight of each part of the payoff function is used as a parameter. Finally, the performance of the algorithm is tested and verified by SUMO in roundabout general traffic conditions, congested traffic conditions and sparse traffic conditions. The experimental results show that this algorithm can improve the Efficiency and comfort of vehicle driving in general traffic environment more greatly compared with the situation of traffic congestion and sparse traffic flow. Meanwhile, this algorithm verifies the optimization effect of introducing Vehicle Profile on roundabout traffic strategy.","PeriodicalId":422269,"journal":{"name":"2022 IEEE International Conference on Smart Internet of Things (SmartIoT)","volume":"70 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127304305","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: 0

Lightweight Federated Reinforcement Learning for Independent Request Scheduling in Microgrids 面向微电网独立请求调度的轻量级联邦强化学习

2022 IEEE International Conference on Smart Internet of Things (SmartIoT) Pub Date : 2022-08-01 DOI: 10.1109/SmartIoT55134.2022.00041

Zhuoxi Duan, Yufei Qiao, Sheng Chen, Xinying Wang, Guoliang Wu, Xiaofei Wang

引用次数: 1

Light Pollution Monitoring Using A Modular IoT Sensor Platform 基于模块化物联网传感器平台的光污染监测

2022 IEEE International Conference on Smart Internet of Things (SmartIoT) Pub Date : 2022-08-01 DOI: 10.1109/SmartIoT55134.2022.00014

Reiner N. Dizon-Paradis, Oliver Ferrigno, Ishamor Reid, S. Bhunia

{"title":"Light Pollution Monitoring Using A Modular IoT Sensor Platform","authors":"Reiner N. Dizon-Paradis, Oliver Ferrigno, Ishamor Reid, S. Bhunia","doi":"10.1109/SmartIoT55134.2022.00014","DOIUrl":"https://doi.org/10.1109/SmartIoT55134.2022.00014","url":null,"abstract":"Light pollution, caused by indiscriminate use of artificial lighting at night, is a growing threat to astronomy, the environment, and other fields. Monitoring light pollution can help inform local communities on its impact on their environment, especially nocturnal plants and animals, such as sea turtles. However, existing systems for light pollution monitoring are expensive, non-scalable, and uni-directional, while others are inaccurate and cannot be deployed at a large scale. In this paper, we propose a modular IoT sensor platform called Pasteables with reconfigurable and easily replaceable components. We tailor this sensor platform to use many of the sensors related to monitoring light pollution. It builds upon our previous work that shares the idea of a generic modular sensing platform [1]. Unlike the previous work, we created new designs for the Components for Uniform Interface (CUI) with sensors, including light sensor, temperature/pressure sensor, and GPS. We fabricated PCB proto-types of this Pasteables platform using FR-4 material and surface mount components. Each CUI connects to the base pad using edge connectors to make the CUIs reconfigurable during installation. With these prototypes, we evaluated its responsiveness and sensitivity at two different locations of varying heights for the light source against the least expensive existing solution.","PeriodicalId":422269,"journal":{"name":"2022 IEEE International Conference on Smart Internet of Things (SmartIoT)","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133380320","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: 0

Intelligent Reflecting Surface Enabled in D2D Millimeter Wave Communication 智能反射面在D2D毫米波通信中启用

2022 IEEE International Conference on Smart Internet of Things (SmartIoT) Pub Date : 2022-08-01 DOI: 10.1109/SmartIoT55134.2022.00023

Bingjie Han, Xin Chen, D. Guo, Libo Jiao

{"title":"Intelligent Reflecting Surface Enabled in D2D Millimeter Wave Communication","authors":"Bingjie Han, Xin Chen, D. Guo, Libo Jiao","doi":"10.1109/SmartIoT55134.2022.00023","DOIUrl":"https://doi.org/10.1109/SmartIoT55134.2022.00023","url":null,"abstract":"We propose an intelligent reflecting surface (IRS) enabled millimeter wave (MMW) deviceto-device (D2D) communication in the future B5G/6G scenario to improve throughput. This scheme not only maintains the high transmission rate and low transmitting power of MMW D2D communication, but it also greatly reduces the blocking probability in the presence of assisting IRS. In this paper, we build the system model of IRS-enabled MMW D2D communication and convert it into an IRS activation and selection (IAS) problem which is to find the maximize effective transmission rate through the IRS distribution, then prove that the IAS problem is an NP-hard problem. In addition, we propose an approximation solution named after IAS-A to solve IAS problem efficiently. The experimental results show that the IRS-enabled D2D MMW communication outperforms other cases in terms of throughput and blocking probability, demonstrating the superiority of IAS-A algorithm. The experiment results show that our proposed IAS-A algorithm is 16.59% and 76.17% higher than the shortest distance and random strategies with respect to the total throughput.","PeriodicalId":422269,"journal":{"name":"2022 IEEE International Conference on Smart Internet of Things (SmartIoT)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134208671","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: 1

An Algorithm with Smooth Filtering Based on LPC 一种基于LPC的平滑滤波算法

2022 IEEE International Conference on Smart Internet of Things (SmartIoT) Pub Date : 2022-08-01 DOI: 10.1109/SmartIoT55134.2022.00028

Yan He, Yaqi Cheng, Weihua Liu, Xingguang Li

引用次数: 0

Dual Resource Joint Auction Algorithm For 5G Multiple Access Edge Computing With System Utility Guarantee 基于系统效用保障的5G多址边缘计算双资源联合竞价算法

2022 IEEE International Conference on Smart Internet of Things (SmartIoT) Pub Date : 2022-08-01 DOI: 10.1109/SmartIoT55134.2022.00039

Zhitian Sun, Xin Chen, Bo Yin, Yijie Wang

引用次数: 1

Co-Scheduling of Quay Cranes and RTGs in the Container Terminal 集装箱码头码头起重机与RTGs的协同调度

2022 IEEE International Conference on Smart Internet of Things (SmartIoT) Pub Date : 2022-08-01 DOI: 10.1109/SmartIoT55134.2022.00027

L. Chu, Dong Liang, Yupei Zhou, Xiaowei Xu, Yiming Zhang, Zhiying Ruan, Huanbin Xiao, Shiping Zuo

{"title":"Co-Scheduling of Quay Cranes and RTGs in the Container Terminal","authors":"L. Chu, Dong Liang, Yupei Zhou, Xiaowei Xu, Yiming Zhang, Zhiying Ruan, Huanbin Xiao, Shiping Zuo","doi":"10.1109/SmartIoT55134.2022.00027","DOIUrl":"https://doi.org/10.1109/SmartIoT55134.2022.00027","url":null,"abstract":"As quay cranes and RTGs are vital handling equipment at container terminals, their scheduling optimization would significantly affect the terminal's operation efficiency and costs. Most of the existing literature mainly studies a single quay crane, RTG dispatch, or the joint dispatch of handling equipment and horizontal transportation equipment, and rarely combines handling equipment at both ends for research. This paper breaks through the traditional scheduling mode of quay cranes or RTGs and takes the integrated and coordinated scheduling of quay cranes and RTGs as the research object. The objective is to minimize the operating cost, waiting for time penalty cost of container trucks, and re-stow cost, establish a comprehensive scheduling optimization mathematical model. Firstly, according to the features of the optimization model, this paper will use GA (Genetic algorithm) method to calculate withMATLAB2018b designing its program. Additionally, data collecting is based on the survey of actual operations in the terminal. Lastly, all data analysis will be under the computer experiment, compared to the actual operations data to identify the operating cost of the collaborative scheduling model is greatly reduced, the feasibility of the optimization model, and the reliability of its algorithm.","PeriodicalId":422269,"journal":{"name":"2022 IEEE International Conference on Smart Internet of Things (SmartIoT)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131927956","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: 1