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Molecular docking is an important tool for structure-based drug design, accelerating the efficiency of drug development. Complex and dynamic binding processes between proteins and small molecules require searching and sampling over a wide…

Chemical Physics · Physics 2024-02-23 Runqiu Shu , Bowen Liu , Zhaoping Xiong , Xiaopeng Cui , Yunting Li , Wei Cui , Man-Hong Yung , Nan Qiao

Recent developments in the commercial open source community have catalysed the use of Linux containers for scalable deployment of web-based applications to the cloud. Scientific software can be containerized with dependencies, configuration…

Software Engineering · Computer Science 2015-09-30 Robert Nagler , David Bruhwiler , Paul Moeller , Stephen Webb

This paper presents a comparative study of virtual machines (VMs) and containers for DevOps developers. The study explores the benefits and drawbacks of each technology in terms of their functionality, performance, security, and resource…

Operating Systems · Computer Science 2023-04-18 Saurabh Deochake , Sumit Maheshwari , Ridip De , Anish Grover

We propose a novel job scheduling approach for homogeneous cluster computing platforms. Its key feature is the use of virtual machine technology to share fractional node resources in a precise and controlled manner. Other VM-based…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-06-27 Henri Casanova , Mark Stillwell , Frédéric Vivien

Virtual screening performance depends heavily on the chosen docking and scoring methods. Recent AI-based tools such as DiffDock and NMDN have reported strong benchmark results, but their practical utility on realistic,…

Machine Learning · Computer Science 2026-05-06 Youssef Abo-Dahab , Xiaoiang Xiang , Joanne Chun , Liang Zhao

The need for efficient computational screening of molecular candidates that possess desired properties frequently arises in various scientific and engineering problems, including drug discovery and materials design. However, the large size…

Optimization and Control · Mathematics 2023-01-05 Hyun-Myung Woo , Xiaoning Qian , Li Tan , Shantenu Jha , Francis J. Alexander , Edward R. Dougherty , Byung-Jun Yoon

Molecular docking is a crucial step in drug development, which enables the virtual screening of compound libraries to identify potential ligands that target proteins of interest. However, the computational complexity of traditional docking…

Machine Learning · Computer Science 2024-12-06 Zhangfan Yang , Junkai Ji , Shan He , Jianqiang Li , Tiantian He , Ruibin Bai , Zexuan Zhu , Yew Soon Ong

Protein-ligand docking is an in silico tool used to screen potential drug compounds for their ability to bind to a given protein receptor within a drug-discovery campaign. Experimental drug screening is expensive and time consuming, and it…

Underutilization of computing resources and high power consumption are two primary challenges in the domain of Cloud resource management. This paper deals with these challenges through offline, migration impact-aware, multi-objective…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-06-22 Md Hasanul Ferdaus , Manzur Murshed , Rodrigo N. Calheiros , Rajkumar Buyya

Virtual screening, including molecular docking, plays an essential role in drug discovery. Many traditional and machine-learning based methods are available to fulfil the docking task. The traditional docking methods are normally…

Chemical Physics · Physics 2023-03-20 YuPeng Huang , Hong Zhang , Siyuan Jiang , Dajiong Yue , Xiaohan Lin , Jun Zhang , Yi Qin Gao

Deep learning has been postulated as a solution for numerous problems in different branches of science. Given the resource-intensive nature of these models, they often need to be executed on specialized hardware such graphical processing…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-15 Jose González-Abad , Álvaro López García , Valentin Y. Kozlov

In this report we investigate the performance of Hadoop clusters, deployed with separated storage and compute layers, on top of a hypervisor managing a single physical host. We have analyzed and evaluated the different Hadoop cluster…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-11-17 Todor Ivanov , Roberto V. Zicari , Sead Izberovic , Karsten Tolle

In drug discovery, molecular docking aims at characterizing the binding of a drug-like molecule to a macromolecule. AutoDock-GPU, a state-of-the-art docking software, estimates the geometrical conformation of a docked ligand-protein complex…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-15 Gabin Schieffer , Ivy Peng

In recent decades the analysis of data has become increasingly computational. Correspondingly, this has changed how scientific and statistical work is shared. For example, it is now commonplace for underlying analysis code and data to be…

Other Statistics · Statistics 2021-08-05 Gregory J. Hunt , Johann A. Gagnon-Bartsch

Virtual screening is an early stage of the drug discovery process that selects the most promising candidates. In the urgent computing scenario it is critical to find a solution in a short time frame. In this paper, we focus on a real-world…

Computational Engineering, Finance, and Science · Computer Science 2023-03-14 Gianmarco Accordi , Emanuele Vitali , Davide Gadioli , Luigi Crisci , Biagio Cosenza , Mauro Bisson , Massimiliano Fatica , Andrea Beccari , Gianluca Palermo

To improve system performance, modern operating systems (OSes) often undertake activities that require modification of virtual-to-physical page translation mappings. For example, the OS may migrate data between physical frames to defragment…

Hardware Architecture · Computer Science 2017-02-16 Zi Yan , Guilherme Cox , Jan Vesely , Abhishek Bhattacharjee

Linux containers have gained high popularity in recent times. This popularity is significantly due to various advantages of containers over Virtual Machines (VM). The containers are lightweight, occupy lesser storage, have fast boot-up…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-09-21 Akshay Dhumal , Dharanipragada Janakiram

2D materials find promising applications in next-generation devices, however, large-scale, low-defect, and reproducible synthesis of 2D materials remains a challenging task. To assist in the selection of suitable substrates for the…

Materials Science · Physics 2021-12-08 Tara M. Boland , Arunima K. Singh

Over the last few years, the use of virtualization technologies has increased dramatically. This makes the demand for efficient and secure virtualization solutions become more obvious. Container-based virtualization and hypervisor-based…

Cryptography and Security · Computer Science 2015-01-14 Thanh Bui

Heterogeneous computers integrate general-purpose host processors with domain-specific accelerators to combine versatility with efficiency and high performance. To realize the full potential of heterogeneous computers, however, many…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-12 Andreas Kurth , Björn Forsberg , Luca Benini