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Intelligent Energy Consumption For smart homes Using Fused Machine-Learning Technique

Computers, Materials & Continua 2023年第1期74卷 2261-2278页

作者： Hanadi AlZaabi Khaled Shaalan Taher M.Ghazal Muhammad A.Khan Sagheer Abbas Beenu Mago Mohsen A.A.Tomh Munir Ahmad Faculty of Engineering and IT The British University in DubaiUnited Arab Emirates Center for Cyber Security Faculty of Information Science and TechnologyUniversity Kebangsaan Malaysia(UKM)Bangi43600SelangorMalaysia School of Information Technology Skyline University CollegeUniversity City SharjahSharjah1797United Arab Emirates Riphah School of Computing&Innovation Faculty of ComputingRiphah International University Lahore CampusLahore54000Pakistan Pattern Recognition and Machine Learning Lab. Department of SoftwareGachon UniversitySeongnamGyeonggido13120Korea Faculty of Computer Science NCBA&ELahore54660Pakistan

Energy is essential to practically all exercises and is imperative for the development of personal ***,valuable energy has been in great demand for many years,especially for using smart homes and structures,as individuals quickly improve their way of life depending on current ***,there is a shortage of energy,as the energy required is higher than that *** new plans are being designed to meet the consumer’s energy *** many regions,energy utilization in the housing area is 30%–40%.The growth of smart homes has raised the requirement for intelligence in applications such as asset management,energy-efficient automation,security,and healthcare monitoring to learn about residents’actions and forecast their future *** overcome the challenges of energy consumption optimization,in this study,we apply an energy management *** fusion has recently attracted much energy efficiency in buildings,where numerous types of information are *** proposed research developed a data fusion model to predict energy consumption for accuracy and miss *** results of the proposed approach are compared with those of the previously published techniques and found that the prediction accuracy of the proposed method is 92%,which is higher than the previously published approaches.

关键词： Energy consumption intelligent machine learning technique smart homes prediction

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Online conflict resolution strategies for human activity recognition in smart homes

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Journal of Control and Decision 2023年第3期10卷 402-416页

作者： Amina Jarraya Amel Bouzeghoub Amel Borgi Facultédes Sciences de Tunis Universitéde Tunis El ManarTunisTunisia Samovar Télécom SudParisInstitut Polytechnique de ParisPalaiseauFrance Facultédes Sciences de Tunis Institut Supérieur d’InformatiqueUniversitéde Tunis El ManarTunisTunisia

DCR-OL is a Distributed Collaborative Reasoning multi-agent model with an Online Learning thataims to identify human activities in smart homes from distributed, heterogeneous and dynamicsensor data. In this model, distributed learning agents with diverse classifiers, detect sensorstream data, make local predictions, communicate and collaborate to identify current ***, they learn from their collaborations to improve their own performance in activity *** resolution strategies are applied to generate one final predicted activity when thelocal predicted activity of an agent is different from received predicted activities of other *** this paper, two conflict resolution strategies using online learning, w-max-trust and w-maxfreq,are proposed. We experimentally test these strategies by performing an evaluation studyon the Aruba dataset. The obtained results indicate an enhancement in terms of accuracy and Fmeasuremetrics compared to the offline strategies max-trust and max-freq and also to the onlineexisting one max-wPerf .

关键词： Human activity recognition distributed reasoning learning agents smart homes online learning conflict resolution strategies sensor data stream

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smart homes: potentials and challenges

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Clean Energy 2021年第2期5卷 302-315页

作者： Rasha El-Azab Electrical Power and Machines Department Faculty of Engineering at Helwan UniversityCairoEgypt

Decentralized distributed clean-energy sources have become an essential need for smart grids to reduce the harmful effects of conventional power *** homes with a suitable sizing process and proper energy-management schemes can share in reducing the whole grid demand and even sell clean energy to the *** homes have been introduced recently as an alternative solution to classical power-system problems,such as the emissions of thermal plants and blackout hazards due to bulk plants/transmission *** appliances,sources and energy storage of smart homes should be coordinated with the requirements of homeowners via a suitable energy-management ***-management systems are the main key to optimizing both home sources and the operation of loads to maximize home-economic benefits while keeping a comfortable *** intermittent uncertain nature of smart homes may badly affect the whole grid *** prospective high penetration of smart homes on a smart power grid will introduce new,unusual scenarios in both generation and *** this paper,the main features and requirements of smart homes are *** review aims also to address recent proposed smart-home energy-management ***,smart-grid challenges with a high penetration of smart-home power are discussed.

关键词： smart homes energy-management system electrical tariff smart-home infrastructure load scheduling power-quality control

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Systematic Analysis of Safety and Security Risks in smart homes

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Computers, Materials & Continua 2021年第7期68卷 1409-1428页

作者： Habib Ullah Khan Mohammad Kamel Alomari Sulaiman Khan Shah Nazir Asif Qumer Gill Alanoud Ali Al-Maadid Zaki Khalid Abu-Shawish Mostafa Kamal Hassan Department of Accounting and Information Systems College of Business and EconomicsQatar UniversityDohaQatar Department of Computer Science University of SwabiSwabiPakistan School of Software University of Technology SydneySydneyAustralia Department of Finance&Economics College of Business&EconomicsQatar UniversityDohaQatar

The revolution in Internet of Things(IoT)-based devices and applications has provided smart applications for *** applications range from healthcare to traffic-flow management,to communication devices,to smart security devices,and many *** particular,government and private organizations are showing significant interest in IoT-enabled applications for smart *** the perceived benefits and interest,human safety is also a key *** research is aimed at systematically analyzing the available literature on smart homes and identifying areas of concern or risk with a view to supporting the design of safe and secure smart *** this systematic review process,relevant work in the most highly regarded journals published in the period 2016–2020(a section of 2020 is included)was analyzed.A final set of 99 relevant articles(journal articles,book sections,conference papers,and survey papers)was analyzed in this *** analysis is focused on three research questions and relevant *** systematic analysis results and key insights will help researchers and practitioners to make more informed decisions when dealing with the safety and security risks of smart homes,especially in emergency situations.

关键词： smart buildings IoT smart homes systematic literature review prototype model

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Internet of Things Cloud Framework for smart homes

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Journal of Electronic Science and Technology 2016年第4期14卷 319-327页

作者： RaafatAburukba A.R.Al-Ali Mohammed Rashid Rizwan Hassan Department of Computer Science and Engineering American University of SharjahSharjahUAE

smart appliances and renewable energy resources are becoming an integral part of smart homes. Nowadays, home appliances are communicating with each other with home short-range home area gateways, using existing network communication protocols such as ZigBee, Bluetooth, RFID, and WiFi. A Gateway allows homeowners and utilities to communicate remotely with the appliances via long-range communication networks such as GPRS, WiMax, LTE, and power liner carrier. This paper utilizes the Internet of Things （IoT） concepts to monitor and control home appliances. Moreover, this paper proposes a framework that enables the integration and the coordination of Human-to-Appliance, Utility-to- Appliance, and Appliance-to-Appliance. Utilizing the concepts of Internet of Things leads to one standard communication protocols, TCP/IPV6, which overcomes the many diverse home area networks and neighborhood area networks protocols. This work proposes a cloud based framework that enables the IoTs integration and supports the coordination between devices, as well as with device-human interaction. A prototype is designed, implemented, and tested to validate the proposed solution.

关键词： Internet of things (IoT) Internet of things (IoT) cloud framework smart homes smart appliances.

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A Novel Probabilistic Hybrid Model to Detect Anomaly in smart homes

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Computer Modeling in Engineering & Sciences 2019年第12期121卷 815-834页

作者： Sasan Saqaeeyan Hamid Haj Seyyed Javadi Hossein Amirkhani Department of Computer Engineering Borujerd BranchIslamic Azad UniversityBorujerdIran Department of Mathematics and Computer Science Shahed UniversityTehranIran Computer Engineering and Information Technology Department University of QomQomIran

Anomaly detection in smart homes provides support to enhance the health and safety of people who live *** to the previous studies done on this topic,less attention has been given to hybrid *** paper presents a two-steps hybrid probabilistic anomaly detection model in the smart ***,it employs various algorithms with different characteristics to detect anomalies from sensory ***,it aggregates their results using a Bayesian *** this Bayesian network,abnormal events are detected through calculating the probability of abnormality given anomaly detection results of base *** evaluation of a real dataset indicates the effectiveness of the proposed method by reducing false positives and increasing true positives.

关键词： smart homes sensory data anomaly detection Bayesian networks ensemble method

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‘smart homes’May Help Care for Infirm, Elderly

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当代外语研究 2000年第10期 2-3页

作者： PatriciaReaney 单弦辛

伟大的21世纪正含笑向我们走来。科技已经并正在改变人类的生活。上文告诉我们所谓E-Books将要走入我们的学习,本文告诉我们smart homes也有了雏形。随着当今社会老年人的增多,这种smart homes前景看好。孤独,不仅仅是美国老人的痛苦。... 详细信息

伟大的21世纪正含笑向我们走来。科技已经并正在改变人类的生活。上文告诉我们所谓E-Books将要走入我们的学习,本文告诉我们smart homes也有了雏形。随着当今社会老年人的增多,这种smart homes前景看好。孤独,不仅仅是美国老人的痛苦。而smart homes能一扫此痛:It s a computer-aidedsystem,with about 30 sensors,that can talk and negotiate with the tenant.

关键词： smart homes In Elderly May Help Care for Infirm

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Monitoring the security of audio biomedical signals communications in wearable IoT healthcare

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Digital Communications and Networks 2023年第2期9卷 393-399页

作者： Saeid Yazdanpanah Saman Shojae Chaeikar Alireza Jolfaei Department of Computer Engineering Khorramabad BranchIslamic Azad UniversityKhorramabadIran Australian Institute of Higher Education SydneyAustralia College of Science and Engineering Flinders UniversityAdelaideAustralia

smart home devices are vulnerable to a variety of *** matter gets more complicated when a number of devices collaborate to launch a colluding attack(e.g.,Distributed-Denial-of-Service(DDoS))in a network(e.g.,smart home).To handle these attacks,most studies have hitherto proposed authentication protocols that cannot necessarily be implemented in devices,especially during Device-to-Device(D2D)*** into the potential of Ethereum blockchain and smart contracts,this work proposes a lightweight authentication mechanism that enables safe D2D interactions in a smart *** Ethereum blockchain enables the implementation of a decentralized prototype as well as a peer-to-peer distributed ledger *** work also uses a single server queuing system model and the authentication mechanism to curtail DDoS attacks by controlling the number of service requests in the *** simulation was conducted twenty times,each with varying number of devices chosen at random(ranging from 1 to 30).Each requester device sends an arbitrary request with a unique resource requirement at a *** is done to measure the system's consistency across a variety of device *** experimental results show that the proposed protocol not only prevents colluding attacks,but also outperforms the benchmark protocols in terms of computational cost,message processing,and response times.

关键词： DDoS attack Device-to-device smart homes Blockchain Authentication Ethereum smart contract

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Blockchain-based DDoS attack mitigation protocol for device-to-device interaction in smart home

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Digital Communications and Networks 2023年第2期9卷 383-392页

作者： Bello Musa Yakubu Majid Iqbal Khan Abid Khan Farhana Jabeen Gwanggil Jeon Department of Mathematics and Computer Science Chulalongkorn UniversityBangkok10330Thailand Department of Computer Science COMSATS University Islamabad(CUI)Islamabad45550Pakistan College of Science and Engineering University of DerbyDerbyDE221GBUnited Kingdom Department of Embedded Systems Engineering Incheon National UniversityIncheon22012South Korea

关键词： DDoS attack Device-to-device smart homes Blockchain Authentication Ethereum smartcontract

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Access control and surveillance in a smart home

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High-Confidence Computing 2022年第1期2卷 38-46页

作者： Cristina Stolojescu-Crisan Calin Crisan Bogdan-Petru Butunoi Department of Communications Politehnica University of TimisoaraTimisoaraRomania SafeFleet Telematics TimisoaraRomania Department of Computer Science West University of TimisoaraTimișoaraRomania

In the past years smart homes solutions have become more and more popular with the introduction of a high number of both Internet of Things(IoT)applications and smart *** automation and security systems market is in a continuous growth,traditional security systems are evolving fast,and more and more people choose smart home *** this paper,we propose two IoT based systems in the context of smart homes:qToggle for multiple home automation,and MotionEyeOS,a video surveillance OS for single-board *** qToggle devices are based on ESP8266/ESP8285 chips or on Raspberry Pi boards and smart sensors,while MotionEye uses Raspberry Pi boards.

关键词： Access control Internet of things Security smart homes Video surveillance

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