Search Results - "Duplyakin, Dmitry"
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1
Modeling Subsurface Performance of a Geothermal Reservoir Using Machine Learning
Published in Energies (Basel) (28-01-2022)“…Geothermal power plants typically show decreasing heat and power production rates over time. Mitigation strategies include optimizing the management of…”
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Active Learning in Performance Analysis
Published in 2016 IEEE International Conference on Cluster Computing (CLUSTER) (01-09-2016)“…Active Learning (AL) is a methodology from machine learning in which the learner interacts with the data source. In this paper, we investigate application of…”
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Conference Proceeding -
3
Introducing configuration management capabilities into CloudLab experiments
Published in 2016 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS) (01-04-2016)“…Users of CloudLab (and other GENI-derived testbeds) commonly use image snapshots to preserve their working environments and to share them with other users…”
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Conference Proceeding -
4
Multi-objective goal-directed optimization of de novo stable organic radicals for aqueous redox flow batteries
Published in Nature machine intelligence (04-08-2022)“…Advances in the field of goal-directed molecular optimization offer the promise of finding feasible candidates for even the most challenging molecular design…”
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On Studying CPU Performance of CloudLab Hardware
Published in 2019 IEEE 27th International Conference on Network Protocols (ICNP) (01-10-2019)“…Empirical performance measurements of computer systems almost always exhibit variability and anomalies. Run-to-run and server-to-server variations are common…”
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Conference Proceeding -
6
graphenv: a Python library for reinforcement learning on graph search spaces
Published in Journal of open source software (05-09-2022)“…Many important and challenging problems in combinatorial optimization (CO) can be expressed as graph search problems, in which graph vertices represent full or…”
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7
Validation of wind resource and energy production simulations for small wind turbines in the United States
Published in Wind Energy Science (24-03-2022)“…Due to financial and temporal limitations, the small wind community relies upon simplified wind speed models and energy production simulation tools to assess…”
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Evaluation of obstacle modelling approaches for resource assessment and small wind turbine siting: case study in the northern Netherlands
Published in Wind Energy Science (02-06-2022)“…Growth in adoption of distributed wind turbines for energy generation is significantly impacted by challenges associated with siting and accurate estimation of…”
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Generic and ML Workloads in an HPC Datacenter: Node Energy, Job Failures, and Node-Job Analysis
Published 13-09-2024“…HPC datacenters offer a backbone to the modern digital society. Increasingly, they run Machine Learning (ML) jobs next to generic, compute-intensive workloads,…”
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In Datacenter Performance, The Only Constant Is Change
Published in 2020 20th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID) (01-05-2020)“…All computing infrastructure suffers from performance variability, be it bare-metal or virtualized. This phenomenon originates from many sources: some…”
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Conference Proceeding -
11
Evaluating Active Learning with Cost and Memory Awareness
Published in 2018 IEEE International Parallel and Distributed Processing Symposium (IPDPS) (01-05-2018)“…Active Learning (AL) is a methodology from Machine Learning and Design of Experiments (DOE) in which the quantities of interest are measured sequentially and…”
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Conference Proceeding -
12
In Datacenter Performance, The Only Constant Is Change
Published 10-03-2020“…All computing infrastructure suffers from performance variability, be it bare-metal or virtualized. This phenomenon originates from many sources: some…”
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13
Message from the Workshop Chairs
Published in 2019 IEEE/ACM Industry/University Joint International Workshop on Data-center Automation, Analytics, and Control (DAAC) (01-11-2019)Get full text
Conference Proceeding -
14
Is Big Data Performance Reproducible in Modern Cloud Networks?
Published 19-12-2019“…Performance variability has been acknowledged as a problem for over a decade by cloud practitioners and performance engineers. Yet, our survey of top systems…”
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15
Highly Available Cloud-Based Cluster Management
Published in 2015 15th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (01-05-2015)“…We present an architecture that increases persistence and reliability of automated infrastructure management in the context of hybrid, cluster-cloud…”
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Conference Proceeding -
16
Workflows Community Summit: Tightening the Integration between Computing Facilities and Scientific Workflows
Published 19-01-2022“…The importance of workflows is highlighted by the fact that they have underpinned some of the most significant discoveries of the past decades. Many of these…”
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