Automating Research Data Management Using Machine-Actionable Data Management Plans

نویسندگان

چکیده

Many research funders mandate researchers to create and maintain data management plans (DMPs) for projects that describe how is managed ensure its reusability. A DMP, being a static textual document, difficult act upon can quickly become obsolete impractical maintain. new generation of machine-actionable DMPs (maDMPs) was therefore proposed by the Research Data Alliance enable automated integration information updates. maDMPs open up variety use cases enabling interoperability systems automation tasks. In this article, we system planning in an institutional context. We identify common within be benefit from machine-actionability DMPs. propose reference architecture maDMP support embedded into infrastructure. The semi-automates creation maintenance DMPs, thus eases burden stakeholders responsible various DMP elements. evaluate case study conducted at largest technical university Austria quantify what extent templates provided European Commission national funding body pre-filled. proof-of-concept implementation shows workflows semi-automated, workload on involved parties reduced quality increased. results are especially relevant decision makers infrastructure operators who want design systematic way utilize full potential maDMPs.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

DeepConfig: Automating Data Center Network Topologies Management with Machine Learning

In recent years, many techniques have been developed to improve the performance and efficiency of data center networks. While these techniques provide high accuracy, they are often designed using heuristics that leverage domain-specific properties of the workload or hardware. In this vision paper, we argue that many data center networking techniques, e.g., routing, topology augmentation, energy...

متن کامل

Data Management Plans and Data Centers

Data management plans, data sharing plans and the like are now required by funders worldwide as part of research proposals. Concerned with promoting the notion of open scientific data, funders view such plans as the framework for satisfying the generally accepted requirements for data generated in funded research projects, among them that it be accessible, usable, standardized to the degree pos...

متن کامل

pattern recognition in maintenance data using methodologies data minitng (cade study isfahan regional power electric company)

فعالیت های نگهداری و تعمیرات اطلاعاتی را تولید می کند که می تواند در تعیین زمان های بیکاری و ارایه یک برنامه زمان بندی شده یا تعیین هشدارهای خرابی به پرسنل نگهداری و تعمیرات کمک کند. وقتی که مقدار داده های تولید شده زیاد باشند، فهم بین متغیرها بسیار مشکل می شوند. این پایان نامه به کاربردی از داده کاوی برای کاوش پایگاه های داده چندبعدی در حوزه نگهداری و تعمیرات، برای پیدا کردن خرابی هایی که موجب...

15 صفحه اول

Automating Cloud Application Management Using Management Idioms

Patterns are a well-established concept to document generic solutions for recurring problems in an abstract manner. Especially in Information Technology (IT), many pattern languages exist that ease creating application architectures, designs, and management processes. Their generic nature provides a powerful means to describe knowledge in an abstract fashion that can be reused and refined for c...

متن کامل

Bulk pharmaceutical research data management

The sophistication of analytical instrumentation and the ability to generate data with these instruments have increased significantly in recent years [1 and 2]. These new instruments permit a huge amount of data to be generated in a very short period of time, yet in many cases no computerized system has been developed or implemented for automatic storage and retrieval of the analytical results....

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: ACM transactions on management information systems

سال: 2021

ISSN: ['2158-656X', '2158-6578']

DOI: https://doi.org/10.1145/3490396