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Code-free cloud computing service to facilitate rapid biomedical digital signal processing and algorithm development
Michael R Jennings1, Colin Turner1, Raymond R Bond1
1Ulster University, Belfast, UK.
Computer Methods and Programs in Biomedicine
|September 26, 2021
Summary
This study introduces a cloud-based, code-free platform for biomedical digital signal processing, making complex data analysis accessible to non-programmers and streamlining research workflows.
Area of Science:
- Biomedical Engineering
- Computational Biology
- Digital Signal Processing
Background:
- Biomedical digital signal processing often requires extensive coding, creating a high barrier for researchers and health professionals.
- Current methods can be time-consuming and limit accessibility for those without software development expertise.
Purpose of the Study:
- To develop a cloud-based service for processing biomedical data through a user-friendly, code-free interface.
- To support multiple file formats and programming languages, while enabling users to save and reuse their processing inputs.
Main Methods:
- A web interface was developed using the Python-based Django framework.
- The system allows users to upload data, create algorithms via a code-free interface, and download results.
- Discrete functions and multi-lingual scripts (Python, MATLAB) facilitate rapid and repeatable data manipulation.
Main Results:
- The system effectively handles diverse data types and programming languages (Python, MATLAB).
- It has the potential to alleviate bottlenecks in cross-platform bio-signal processing algorithm development.
- The cloud service simplifies digital signal processing, reducing the need for in-depth programming knowledge.
Conclusions:
- A web-based system was developed to lower the entry barrier for novice programmers in biomedical data processing.
- The system is reproducible and scalable for diverse clinical and research applications.
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