Cloud and Fog computing are complementary technologies used for complex Internet of things (IoT) based deployment of applications. With an increase in the number of internetconnected devices, the volume of data genera...
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ISBN:
(纸本)9781665477062
Cloud and Fog computing are complementary technologies used for complex Internet of things (IoT) based deployment of applications. With an increase in the number of internetconnected devices, the volume of data generated and processed at higher speeds has increased substantially. Serving a large amount of data and workloads for predictive decisions in real-time using fog computing without Service-Level Objective (SLO) violation is a challenge. Integration of multiple cloud services and platforms with fog computing can resolve this issue by providing additional resources. In this work, we present a general-purpose System for Inference Request Management (SIRM) aimed at automatically generating a suitable execution workflow to execute ML/DL inference requests using fog with Function-as-a-Service (FaaS) and Machine Learning-as-a-service (MLaaS) offered by cloud vendors. Generated workflow minimizes the cost of deployment as well as SLO violations. the use of SIRM results in less than 5% violations when tested using health domain and recommender system based applications.
the programming language PEARL has by far the most distinctive real-time properties, which is why it has excellently proven itself in industrial automation applications. the main features of the language and its suppo...
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ISBN:
(数字)9783031614187
ISBN:
(纸本)9783031614170;9783031614187
the programming language PEARL has by far the most distinctive real-time properties, which is why it has excellently proven itself in industrial automation applications. the main features of the language and its support for distributed systems are presented. As the first universally applicable textual programming language, PEARL offers safety-related subsets suitable for each of the four internationally standardised safety integrity levels, as well as special language constructs to formulate safe sequence controls. Parts of PEARL can already be used for specification purposes due to their inherent clarity, unambiguity and direct comprehensibility.
Withthe increasing number of vehicles on roads, the occurrence of road accidents has become a major concern globally. Automatic road accident detection systems based on Internet of things (IoT) technologies have emer...
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this research presents a real-time automatic control system for ensuring reliable power supply in distributed generation systems. Leveraging Programmable Logic Controllers (PLCs) and Supervisory Control and Data Acqui...
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Blockchain is the technology on which cryptocurrencies operate within the 6G Internet of things. Due to its flexibility, it has received significant adoption in numerous applications as a possible distributed data man...
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the combination of electroencephalography data and machine learning technologies provides a promising path for secure and transparent solutions to various problems, including authentication. the outcome of the current...
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this paper proposes a holistic framework for the development, management, and monitoring of secure web information systems. Emphasizing a secure software development life cycle (SDLC), resource management, and real-ti...
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the spread of computing-systems, especially the realtime embedded ones, is rapidly growing in the last years, since they find usage in numerous fields of application, including, but not limited to, industry process, c...
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this paper presents a comprehensive study on leveraging transformer networks for enhanced conversational AI, show casing their superiority over traditional models such as LSTM, GRU, and GRU BiRNN decoders. the archite...
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Heating and cooling are amongst the most energy consuming and polluting energy sectors. therefore, their decarbonization and the integration of renewable energy-based applications is deemed necessary. Solar cooling co...
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