New Development in Workflow Management System Market: Researchers Create a Tool that can Optimize Sophisticated Data for a Modeling Team, Considerably Reducing their Time
Posted On December 22, 2021
Controlling enormous volumes of data, running various scenarios, and sharing information across a group of modelers are frequent modeling issues. The problems are common, irrelevant to the sector, such as energy systems, process design, or epidemic modeling. Even when employing cutting-edge modeling tools, problems with pre-and post-processing, sharing, and keeping multiple versions of data can limit project efficiency and quality.
Spine Toolbox, an open-source workflow management tool developed by researchers, might help overcome this problem. It focuses on sophisticated data processing, ease of scenario creation, remote execution, and division of labor within a modeling team. This would be an incredible improvement in the Workflow Management System Market. It can be used in numerous fields, even if the same data must be fed into several models in the same workflow.
The graphical interfaces in Spine Toolbox allow to manage and update data, edit the workflow, and import and export tabular data. Any workflow can be a personal project, but it can also be shared via a shared git repository. Shared elements, such as databases or tools from git repositories, can be included in local processes. Within modeling teams, this provides for a more flexible division of labor.
Workflows or parts of workflows can be run locally or remotely on a server with more processing power. The toolbox offers parallelization between tools and across scenarios and sensitivity runs, which can help speed up the modeling process.
Regular users can alter workflows and data; however, Spine Toolbox includes additional options for developers. It's designed in Python to make it simple to integrate Python-based technologies that are widely used in academia. Additionally, the Spine Interface package makes it simple to create and test new optimization models with Toolbox and Julia/JuMP. All data and data structures from Spine databases may be used when generating equations for optimization models.
Spine Toolbox is entirely free and open-source, but it can also be used commercially and linked to commercial models. Although the approach is new and still in development, it lacks many specific data processing features seen in more mature systems. Nonetheless, it is incredible to combine other open-source data processing tools.
This tool is immensely beneficial to researchers, engineers, and project managers. They can now spend a few weeks deploying the device and save it many times over in future years, not having to spend it on imprecise data management.