The proceedings contain 70 papers. The topics discussed include: machine learning prediction based integrated smart energy management system to improve home energy efficiency;research on demand forecasting and operati...
ISBN:
(纸本)9781665454629
The proceedings contain 70 papers. The topics discussed include: machine learning prediction based integrated smart energy management system to improve home energy efficiency;research on demand forecasting and operation model of elderly service beds;analysis and research on the adjustment of energy consumption structure based on the ‘dual carbon’ target;frequent and high utility itemsets mining based on bi-objective evolutionary algorithm with an improved mutation strategy;regional differences in the development of digital inclusive financial services in China;evolution enhanced resilience of protein interaction networks;machine learning enabled missing measurement data detection and recovery of electricity grids;hybrid intelligent machine learning based ultra-short term generation prediction of photovoltaic systems;research on medical big data of health management platform based on Hadoop;and application of data-driven method for automatic machine learning in economic research.
The proceedings contain 59 papers. The topics discussed include: modification terms to the Black-Scholes model based on the functional volatility model;empirical research on the impact of margin selling on the volatil...
ISBN:
(纸本)9781665428897
The proceedings contain 59 papers. The topics discussed include: modification terms to the Black-Scholes model based on the functional volatility model;empirical research on the impact of margin selling on the volatility of China’s stock market;e-commerce service equilibrium prediction simulation based on ontology;a review on the issues in usability evaluation of eHealth applications: from a COVID-19 pandemic perspective;political economy analysis of carbon emissions based on empirical data from the central region;digital economy has become a new engine for regional development;analysis and decision-making of regional economic vitality;and research and application of community pension service data analysis system based on data mining algorithm.
The proceedings contain 66 papers. The topics discussed include: design and implementation of ROS-based autonomous mobile robot positioning and navigation system;synchronization estimation and optimization control of ...
ISBN:
(纸本)9781728128658
The proceedings contain 66 papers. The topics discussed include: design and implementation of ROS-based autonomous mobile robot positioning and navigation system;synchronization estimation and optimization control of random opportunistic networks;an RNN based mechanism for file prefetching;intelligent graph review system based on knowledge map;a sort method of balancing capacitor voltage of MMC;design of convolutional neural network based on tree fork module;and sales forecast of Chinese new energy vehicles based on wavelet and bp neural network.
The proceedings contain 83 papers. The topics discussed include: an analytical model of distributed energy storage systems in power distribution networks;distribution network fault diagnosis recorder;parallel performa...
ISBN:
(纸本)9781538674451
The proceedings contain 83 papers. The topics discussed include: an analytical model of distributed energy storage systems in power distribution networks;distribution network fault diagnosis recorder;parallel performance analysis for CUDA-based co-rank framework on bipartite graphs heterogeneous network;regenerating codes consider with nodes performances;a parallel algorithm of path planning for DEM terrain data;an improved differential evolution task scheduling algorithm based on cloud computing;design, implementation and verification of an UMIP based multihomed mobile network framework;research on ventilation computing system for multi-area network model;and collaborative production planning with order splitting in cloud manufacturing platform.
The proceedings contain 59 papers. The topics discussed include: an energy efficient VM migration algorithm in data centers;study on fast human activity recognition based on optimized feature selection;comparison of s...
ISBN:
(纸本)9781538621622
The proceedings contain 59 papers. The topics discussed include: an energy efficient VM migration algorithm in data centers;study on fast human activity recognition based on optimized feature selection;comparison of several implied volatility models;a novel contactless human machine interface based on machine learning;ladder-type price time series mathematical managing model;a dynamic scheduling scheme for deadline constrained content distribution in D2D cellular network;personality prediction of social network users;and structure maintaining discriminant maps (SMDM) for Grassmann manifold dimensionality reduction with applications to the image set classification.
The proceedings contain 118 papers. The topics discussed include: MIC: enabling efficient concurrent use of multiple network interfaces on mobile systems;improving always-on gesture recognition power efficiency for an...
ISBN:
(纸本)9781509035939
The proceedings contain 118 papers. The topics discussed include: MIC: enabling efficient concurrent use of multiple network interfaces on mobile systems;improving always-on gesture recognition power efficiency for android devices using sensor hubs;request-size aware flash translation layer based on page-level mapping;ruleset minimization in multi-tenant smart buildings;optimal multiprocessor real-time scheduling based on RUN for practical imprecise computation with harmonic periodic task sets;DockerCap: a software-level power capping orchestrator for docker containers;a partitional approach for genomic-data clustering combined with K-means algorithm;and a multi-sensor process for in-situ monitoring of water pollution in rivers or lakes for high-resolution quantitative and qualitative water quality data.
The proceedings contain 129 papers. The topics discussed include: spatial statistics parallel computing model of stock;an optimization method for embarrassingly parallel under MIC architecture;metadata namespace manag...
ISBN:
(纸本)9781467365932
The proceedings contain 129 papers. The topics discussed include: spatial statistics parallel computing model of stock;an optimization method for embarrassingly parallel under MIC architecture;metadata namespace management of distributed file system;research on distributed multimedia system in universities management mode;research on Petri nets parallel algorithm based on multi-core PC;a parallel algorithm of green function with free water surface;use pre-record algorithm to improve process migration efficiency;parallel algorithm study of Petri net based on multi-core clusters;temporal logic of stochastic actions for verification of probabilistic systems;quantum-behaved flower pollination algorithm;multi-objective flexible job shop schedule based on ant colony algorithm;and quantum-behaved particle swarm optimization with cooperative coevolution for large scale optimization.
The proceedings contain 64 papers. The topics discussed include: implementations and interpretations of the Talbot-Ogden infiltration model;reducing communication overhead in the high performance conjugate gradient be...
ISBN:
(纸本)9781479941698
The proceedings contain 64 papers. The topics discussed include: implementations and interpretations of the Talbot-Ogden infiltration model;reducing communication overhead in the high performance conjugate gradient benchmark on tianhe-2;performance issues and query optimization in big multidimensional data;PLDSRC: a multi-threaded compressor/decompressor for massive DNA sequencing data;parallel computer technology study on hydrodynamic and sediment transport mathematical model in estuaries based on MPI;energy consumption analysis on graphics processing units;a parallel grey theoretic model of inland water transport management;design of fuzzy control system for tank liquid level based on WinCC and Matlab;research on Chinese polar knowledge repository and its infrastructure;spectral domain decomposition method for physically-based rendering of photochromic/electrochromic glass windows;and a novel identity authentication scheme of wireless mesh network based on improved Kerberos protocol.
The proceedings contain 49 papers. The topics discussed include: iterative splitting methods for multiscale problems;scalable hybrid deterministic/Monte Carlo neutronics simulations in two space dimensions;research on...
ISBN:
(纸本)9780769550602
The proceedings contain 49 papers. The topics discussed include: iterative splitting methods for multiscale problems;scalable hybrid deterministic/Monte Carlo neutronics simulations in two space dimensions;research on QoS reliability prediction in web service composition;iterative Krylov methods for gravity problems on graphics processing unit;model size challenge to analysis software;aspect-oriented approach to modeling railway cyber physical systems;automatic concurrent program generation from Petri Nets;micro-scale modeling challenges in electric field assisted capillarity;a modeling and analysis tool for systems with probabilistic behavior: probabilistic continuous Petri Net;research on Petri Nets parallelization the functional divided conditions;swarm intelligence algorithms for circles packing problem with equilibrium constraints;and a beam-tracing domain decomposition method for sound holography in church acoustics.
Modern scientific applications are increasingly decomposable into individual functions that may be deployed across distributed and diverse cyberinfrastructure such as supercomputers, clouds, and accelerators. Such app...
详细信息
ISBN:
(纸本)9798350387117;9798350387124
Modern scientific applications are increasingly decomposable into individual functions that may be deployed across distributed and diverse cyberinfrastructure such as supercomputers, clouds, and accelerators. Such applications call for new approaches to programming, distributed execution, and function-level management. We present UniFaaS, a parallel programming framework that relies on a federated function-as-a-service (FaaS) model to enable composition of distributed, scalable, and high-performance scientific workflows, and to support fine-grained function-level management. UniFaaS provides a unified programming interface to compose dynamic task graphs with transparent wide-area data management. UniFaaS exploits an observe-predict-decide approach to efficiently map workflow tasks to target heterogeneous and dynamic resources. We propose a dynamic heterogeneity-aware scheduling algorithm that employs a delay mechanism and a re-scheduling mechanism to accommodate dynamic resource capacity. Our experiments show that UniFaaS can efficiently execute workflows across computing resources with minimal scheduling overhead. We show that UniFaaS can improve the performance of a real-world drug screening workflow by as much as 22.99% when employing an additional 19.48% of resources and a montage workflow by 54.41% when employing an additional 47.83% of resources across multiple distributed clusters, in contrast to using a single cluster.
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