Alternative Mixed Integer Linear Programming Optimization for Joint Job Scheduling and Data Allocation in Grid Computing Article Swipe
Feng Shi
,
Jaehyung Kim
,
Yiming Yang
,
Joseph Boudreau
,
T. Chowdhury
,
Adolfy Hoisie
,
Raees Khan
,
Ozgur O. Kilic
,
Scott Klasky
,
Tatiana Korchuganova
,
P. Nilsson
,
Verena Ingrid Martinez Outschoorn
,
David S. Park
,
Norbert Podhorszki
,
Yihui Ren
,
Frédéric Suter
,
Sairam Sri Vatsavai
,
Wei Yang
,
Shinjae Yoo
,
T. Maeno
,
A. Klimentov
·
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2502.00261
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2502.00261
This paper presents a novel approach to the joint optimization of job scheduling and data allocation in grid computing environments. We formulate this joint optimization problem as a mixed integer quadratically constrained program. To tackle the nonlinearity in the constraint, we alternatively fix a subset of decision variables and optimize the remaining ones via Mixed Integer Linear Programming (MILP). We solve the MILP problem at each iteration via an off-the-shelf MILP solver. Our experimental results show that our method significantly outperforms existing heuristic methods, employing either independent optimization or joint optimization strategies. We have also verified the generalization ability of our method over grid environments with various sizes and its high robustness to the algorithm hyper-parameters.
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Metadata
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2502.00261
- https://arxiv.org/pdf/2502.00261
- OA Status
- green
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4407123401
All OpenAlex metadata
Raw OpenAlex JSON
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https://openalex.org/W4407123401Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.48550/arxiv.2502.00261Digital Object Identifier
- Title
-
Alternative Mixed Integer Linear Programming Optimization for Joint Job Scheduling and Data Allocation in Grid ComputingWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
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2025Year of publication
- Publication date
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2025-02-01Full publication date if available
- Authors
-
Feng Shi, Jaehyung Kim, Yiming Yang, Joseph Boudreau, T. Chowdhury, Adolfy Hoisie, Raees Khan, Ozgur O. Kilic, Scott Klasky, Tatiana Korchuganova, P. Nilsson, Verena Ingrid Martinez Outschoorn, David S. Park, Norbert Podhorszki, Yihui Ren, Frédéric Suter, Sairam Sri Vatsavai, Wei Yang, Shinjae Yoo, T. Maeno, A. KlimentovList of authors in order
- Landing page
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https://arxiv.org/abs/2502.00261Publisher landing page
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https://arxiv.org/pdf/2502.00261Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
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https://arxiv.org/pdf/2502.00261Direct OA link when available
- Concepts
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Integer programming, Computer science, Linear programming, Grid, Joint (building), Mathematical optimization, Scheduling (production processes), Integer (computer science), Parallel computing, Algorithm, Mathematics, Engineering, Programming language, Geometry, Architectural engineeringTop concepts (fields/topics) attached by OpenAlex
- Cited by
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0Total citation count in OpenAlex
- Related works (count)
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10Other works algorithmically related by OpenAlex
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| primary_location.landing_page_url | http://arxiv.org/abs/2502.00261 |
| publication_date | 2025-02-01 |
| publication_year | 2025 |
| referenced_works_count | 0 |
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