388 research outputs found

    The multidimensional dependence of halo bias in the eye of a machine: a tale of halo structure, assembly and environment

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    We develop a novel approach in exploring the joint dependence of halo bias on multiple halo properties using Gaussian process regression. Using a Λ\LambdaCDM NN-body simulation, we carry out a comprehensive study of the joint bias dependence on halo structure, formation history and environment. We show that the bias is a multivariate function of halo properties that falls into three regimes. For massive haloes, halo mass explains the majority of bias variation. For early-forming haloes, bias depends sensitively on the recent mass accretion history. For low-mass and late-forming haloes, bias depends more on the structure of a halo such as its shape and spin. Our framework enables us to convincingly prove that Vmax/VvirV_\mathrm{max}/V_\mathrm{vir} is a lossy proxy of formation time for bias modelling, whereas the mass, spin, shape and formation time variables are non-redundant with respect to each other. Combining mass and formation time largely accounts for the mass accretion history dependence of bias. Combining all the internal halo properties fully accounts for the density profile dependence inside haloes, and predicts the clustering variation of individual haloes to a 20%20\% level at ∼10Mpch−1\sim 10\mathrm{Mpc}h^{-1}. When an environmental density is measured outside 1Mpch−11\mathrm{Mpc}h^{-1} from the halo centre, it outperforms and largely accounts for the bias dependence on the internal halo structure, explaining the bias variation above a level of 30%30\%.Comment: MNRAS accepte

    Prognostic and health management for engineering systems: a review of the data-driven approach and algorithms

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    Prognostics and health management (PHM) has become an important component of many engineering systems and products, where algorithms are used to detect anomalies, diagnose faults and predict remaining useful lifetime (RUL). PHM can provide many advantages to users and maintainers. Although primary goals are to ensure the safety, provide state of the health and estimate RUL of the components and systems, there are also financial benefits such as operational and maintenance cost reductions and extended lifetime. This study aims at reviewing the current status of algorithms and methods used to underpin different existing PHM approaches. The focus is on providing a structured and comprehensive classification of the existing state-of-the-art PHM approaches, data-driven approaches and algorithms

    Functional Foods Based on Traditional Chinese Medicine

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    Key Findings: 2013 ATRS Global Airport Performance Benchmarking Project

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    The ATRS Global Airport Benchmarking Project measures and compares the performance of several important aspects of airport operations: Productivity and efficiency, unit costs and cost competitiveness, financial results and airport charges. The report also examines the relationships between various performance measures and airport characteristics as well as management strategies in order to provide a better understanding of observed differences in airport performance. This report includes 195 airports and 26 airport groups of various sizes and ownership forms in Asia Pacific, Europe and North America. This presentation highlights key findings on efficiency and cost

    (*Review Article) The Impact of Digital Transformation on Enterprise Accounting

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    Digital transformation represents a significant trend within the accounting domain, exerting a profound influence on conventional accounting processes, financial reporting, and decision-support capabilities. Primarily, it has revolutionized the accounting process by integrating sophisticated digital technologies and tools, enabling real-time data collection and processing, and thereby enhancing the efficiency and accuracy of accounting tasks. Secondly, digital transformation has played a pivotal role in expediting and refining the production and dissemination of financial reports, rendering financial statements faster and more precise, while also bolstering the disclosure and transparency of financial information. Furthermore, it has elevated the capacity of accounting decision support by furnishing management with profound business insights and decision-making aid through data analysis and visualization tools.Notwithstanding its merits, digital transformation faces certain implementation challenges in the accounting realm. Technical barriers, data integration, organizational structure, and cultural factors necessitate careful consideration and resolution. Additionally, digital transformation introduces data quality and security risks, compelling enterprises to ensure data accuracy, security, and compliance with pertinent laws and regulations.In order to adapt to the transformative influence of digitalization, accounting personnel must continuously acquire and update skills, cultivating proficiency in data analysis, data science, and digital tools. Concurrently, enterprises must prioritize the establishment of a conducive organizational culture and change management practices to ensure the successful implementation and effective operation of digital transformation. While digital transformation opens up numerous opportunities in the accounting sector, it must surmount challenges to achieve sustainable development and advancement within the field
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