Understanding and managing the effects of climate change and loss of biodiversity are crucial. However, traditional approaches are largely ineffective in dealing with these challenges because environmental data is com...
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ISBN:
(数字)9798331515683
ISBN:
(纸本)9798331515690
Understanding and managing the effects of climate change and loss of biodiversity are crucial. However, traditional approaches are largely ineffective in dealing with these challenges because environmental data is complex and uncertain. Environmental monitoring thus comes into play. To this end, this paper presents an investigation into the LSTM network, a type of recurrent neural network that was developed to capture long-range patterns in sequential data. With the ability of LSTM networks to process historical data and understand temporal relationships, the prediction of climate variables like temperature, precipitation, and extreme weather occurrences is now much more advanced. As a result, this has led to the development of more accurate climate models, which are essential for creating mitigation and adaptation plans for climate change. Analyzing time-series data, LSTM networks can mimic species population dynamics and habitat changes in biodiversity conservation. This is helpful in predicting future population trends and identifying critical times of vulnerability. This ability allows for timely and effective conservation. Huge environmental datasets are collected and preprocessed, the models' excellent performance in environmental monitoring tasks is further proved by their 97.6% accuracy. A network of LSTM is established with the aim of improving the accuracy of environment-science forecasting and enhancing associated decision-making processes, which eventually lead to more resilient and sustainable resources management.
Integrated modular avionics architectures combined with the emerging SAE TTEthernet standard provides a strong infrastructure for the deployment of mixed-critical avionic applications having stringent safety, reliabil...
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Integrated modular avionics architectures combined with the emerging SAE TTEthernet standard provides a strong infrastructure for the deployment of mixed-critical avionic applications having stringent safety, reliability and performance requirements. The integration of such systems is a very complex and challenging engineering task. Therefore, a model-based approach, which endows system engineers with a methodology and the supporting tools to cope with this complexity, is of a paramount importance. In this research paper, we present an extension for the standard architecture and analysis modeling language AADL to enable modeling integrated multi-critical avionic applications deployed on TTEthernet-based IMA architectures. In particular, we present a metamodel which extends the core AADL metamodel with concepts and constraints relevant for this domain, we define the concrete textual syntax for this extension and we outline the implementation of this extension using the Open Source AADL Tool Environment (OSATE). Finally, we illustrate our AADL extension using a case study based on the Flight Management System.
Plagiarism is the practice of claiming, or implying, original authorship or incorporating material from someone else's written or creative work, in whole or in part, into one's own without adequate acknowledge...
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Computational Fluid Dynamics (CFD) deals with computing the equations of fluid flows using numerical methods. The Discrete-Event System specification (DEVS) theory has been used to approximate the continuous systems b...
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ISBN:
(纸本)9789898565693
Computational Fluid Dynamics (CFD) deals with computing the equations of fluid flows using numerical methods. The Discrete-Event System specification (DEVS) theory has been used to approximate the continuous systems by applying a quantized state system approach. In this research, we employ Cellular DEVS theory (Cell-DEVS) - originally proposed for modeling and simulation of spatial environments - to create a uniform set of rules for CFD. This harmonized set of state changes can effectively render the fluid dynamics, by applying the accurate rule that represents the behavior of the fluid. The combination of the simplicity and the mathematical backbone allows for constructing models computable on an average computer or an array of cluster computers.
The advantages of soft c-means over its hard and fuzzy versions render it more attractive to use in a wide variety of applications. Its main merit lies in its relatively higher convergence speed, which is more obvious...
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Professional Issues in softwareengineering (PISE) has been taught as part of the computersystems undergraduate degree programme at the University of Limerick using a multi-institutional collaborative pedagogy. PISE ...
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In industry, the advancement of digital engineering and the digital thread aims to reduce the impact of knowledge ‘siloes’ by providing a way to integrate data across the entire system lifecycle and across multiple ...
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In response to increasing demands for true multimedia telecommunications services anywhere any time there are concerted efforts worldwide towards the definition and development of "future-generation" wireles...
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ISBN:
(纸本)076952835X
In response to increasing demands for true multimedia telecommunications services anywhere any time there are concerted efforts worldwide towards the definition and development of "future-generation" wireless systems which may be expected to enter service within the next ten years. These will differ from current and near-future systems such as second- and third-generation cellular, WIFI, WiMAX and 3G long term evolution systems, in several important aspects: The radio system will configure itself and adapt to a users' needs, the capabilities of the user's terminal, and to the environment scenario. A "user" may be a person or a device, such as a sensor. The system can easily adapt to local hot spot, metropolitan area or wide area scenarios, static or fast-moving. The system will support high user densities and a very wide range of user bit rates - Kilobits per second to hundreds of Megabits per second. All this will be achieved with efficient spectrum usage and sharing, low cost, and acceptably low terminal power consumption. Such future wireless systems (sometimes called "fourth generation" (4G), sometimes called "beyond third generation" (B3G)), capable of transporting very high bit rates In non-ideal radio propagation environments, must be robust to severe frequency selective multipath. Further requirements include moderate terminal and base station hardware costs, high spectral efficiency, and scalability of the cost of terminals with respect to their maximum bit rate capabilities. Reconfigurable air Interfaces, based on frequency domain transmission and reception methods, best meet these requirements, by adaptively selecting the uplink and downlink modulation and multiple access scheme that is most appropriate for the channel, Interference, traffic and cost constraints. In this talk we discuss a generalized frequency domain-based approach to next-generation wireless air interfaces, presenting examples and research results, including channel estimation and power
We present a framework to simulate a peer-to-peer (P2P) file-sharing network, based on the Discrete Event systems Specification (DEVS) formalism. Our framework models a file-sharing network as a coupled model, compris...
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Complex physical systems have been studied for many years using different approaches. Skyscraper building heights are restricted by the design limitations of their elevator systems. Long cable elevator systems will ca...
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