What Is Open Science?
Share Methods and Output to Increase Impact
Open science is the practice of making scientific methodologies and output (such as publications, data, and software) transparent and broadly accessible. Open science maximizes the reuse of available data and code and enables scientists to build on the work of their peers.
Researchers using MATLAB® and Simulink® can practice open science to increase the scientific impact of their work.
Open Methods: Executable Notebooks
Well-documented methods and workflows enable open science by helping scientists follow each others’ experimental logic and interpret results.
- Incorporate images, text, equations, and hyperlinks with code in executable on-line notebooks
- Use interactive UI controls that allow fellow researchers to experiment with parameters and learn in a hands-on environment
- Publish in standard formats such as PDF, Word, HTML, and LaTeX
- Implement source control with Git and SVN to track changes and collaborate with others on projects
- Apply code and dependency analyses to map and organize large collaborative development projects
MATLAB with Jupyter
Jupyter® Notebooks are browser-accessible computational notebooks that are popular for open science projects. As with Python, MATLAB users can develop and run Jupyter Notebooks (.ipynb files) with an available MATLAB kernel and a MATLAB license.
To interact with a multi-user JupyterHub environment, you can install the MATLAB Integration for Jupyter to provide access to a full MATLAB desktop via a web browser for licensed users.
A main motivation for open science is the reuse of scientific artifacts and algorithms. Sharing code and software helps colleagues build on each other’s work.
Open MATLAB Code on File Exchange
Toolbox authors can share their algorithms by linking to the GitHub repositories from File Exchange, ensuring a single code source with added visibility. File Exchange repositories linked to GitHub will automatically connect to the latest GitHub version.
Open MATLAB Code on Reusability Portals
Several reusability portals for open science offer a home for code where researchers can run uploaded code and reproduce results in the cloud, regardless of whether the researchers have a MATLAB license.
- Code Ocean: Contains runnable MATLAB code capsules associated with research papers
- Whole Tale: Hosts reproducible research artifacts or “tales” (MATLAB tales are accessible using a browser-based MATLAB desktop, Jupyter Notebook running MATLAB, or Linux web desktop)
- BioLib: Converts shared MATLAB code to web apps for use with data in a secure environment
Open Science Infrastructure
As researchers increasingly connect and collaborate remotely, open science requires infrastructure beyond an individual’s local workstation.
Runnable Code via Web Browser
Online access to coding environments makes scientific resources portable and accessible on the web.
- MATLAB Online and Simulink Online provide access to MATLAB over the web, without installation or download
- File storage on MATLAB Drive allows researchers, educators, and students to collaborate remotely on projects and exchange artifacts
MATLAB on Public Clouds and Services
MATLAB is accessible on various services used in open science.
- MATLAB works with cloud platforms, such as AWS and Azure, so users can scale up to take advantage of cloud compute services or access data stored in S3 containers
- Data science researchers use the Domino Data Lab platform to run MATLAB algorithms on centrally hosted data for scalable computing
- HPC centers such as Compute Canada and SNIC also offer MATLAB
MATLAB in Docker Containers
Containerized code is portable and reusable for open science. Available MATLAB containers include:
- A prebuilt MATLAB container on DockerHub, configurable with a built-in interactive IDE
- A prebuilt MATLAB Deep Learning Container on NVIDIA NGC Cloud
- Researchers can also build custom Docker containers with MATLAB
Science gateways are online collaboration portals where scientists and engineers access shared resources. To enable open science, MathWorks and many science gateways have collaborated to make community-contributed MATLAB-related content and MATLAB compute available.
Flexible Licensing for More Coverage
Many universities and research institutes have adopted campus-wide and Institute-wide MATLAB licensing models to provide MATLAB access to all their affiliated members. In keeping with open science principles, academic institutions can also provide access to MATLAB by external collaborators working on a project.
Open Science in Education
Open science is not limited to research, and practices include making scientific output and methods available and accessible to students and educators. Examples of publicly accessible resources for educators and students are:
- Resources for teaching computation in science and engineering with MATLAB via the Science Education Resource Center (SERC) curriculum portal
- STEM support: Student competitions, partnerships, and curriculum development
- Open and fun programming for children with Bytes and Beats courseware