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<!doctype html>
<html lang="en" data-theme="light">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>RuQaD</title>
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<div><h1 id="ruqad-architecture">RuQaD Architecture</h1><!-- This follows the ARC42 <https://docs.arc42.org> template.--> <!-- Comments are left here for conveniance. It's the rendered document that counts! -->
<p>This document describes the architecture of the <a href="https://gitlab.indiscale.com/caosdb/src/fair-data-spaces/ruqad">RuQaD Demonstrator</a></p>
<p>The RuQaD Demonstrator is the main product of the project "RuQaD Batteries - Reuse Quality-assured Data for Batteries". The project is a sub-project of the <a href="https://www.nfdi.de/fair-data-spaces/">FAIR Data Spaces</a> project, supported by the German Federal Ministry of Education and Research under the Förderkennzeichen <a href="https://foerderportal.bund.de/foekat/jsp/SucheAction.do?actionMode=view&fkz=FAIRDS09">FAIRDS09</a></p>
<ul>
<li><a href="#introduction-and-goals">Introduction and Goals</a>
<ul>
<li><a href="#requirements-overview">Requirements Overview</a></li>
<li><a href="#quality-goals">Quality Goals</a></li>
<li><a href="#stakeholders">Stakeholders</a></li>
</ul></li>
<li><a href="#context-and-scope">Context and Scope</a>
<ul>
<li><a href="#business-context">Business Context</a></li>
<li><a href="#technical-context">Technical Context</a></li>
</ul></li>
<li><a href="#building-block-view">Building Block View</a>
<ul>
<li><a href="#whitebox-overall-system">Whitebox Overall System</a></li>
<li><a href="#level-2">Level 2</a></li>
</ul></li>
<li><a href="#runtime-view">Runtime View</a>
<ul>
<li><a href="#ingestion-of-a-data-item">Ingestion of a data item</a></li>
</ul></li>
<li><a href="#deployment-view">Deployment View</a></li>
<li><a href="#cross-cutting-concepts">Cross-cutting Concepts</a>
<ul>
<li><a href="#using-yaml-for-storing-machine-readable-information">Using YAML for storing machine readable information</a></li>
<li><a href="#rest-interfaces">REST interfaces</a></li>
<li><a href="#fair">FAIR</a></li>
<li><a href="#data-spaces">Data spaces</a></li>
<li><a href="#eln-fileformat--rocrate">ELN-FileFormat / ROCrate</a></li>
<li><a href="#etl-extract-transform-load">ETL (Extract-Transform-Load)</a></li>
</ul></li>
<li><a href="#risks-and-technical-debts">Risks and Technical Debts</a>
<ul>
<li><a href="#software-is-dependent-on-external-gitlab-pipeline">Software is dependent on external gitlab pipeline</a></li>
<li><a href="#the-eln-file-format-is-work-in-progress">The ELN-File-Format is work-in-progress</a></li>
</ul></li>
<li><a href="#glossary">Glossary</a></li>
<li><a href="#license">License</a></li>
</ul>
<h2 id="introduction-and-goals">Introduction and Goals</h2><!--
<https://docs.arc42.org/section-1/>
-->
<h3 id="requirements-overview">Requirements Overview</h3>
<p>The aim of the project is to build a demonstrator that connects a research data infrastructure (PoLis) with an industrial data space (BatCAT) to reuse datasets for new applications.</p>
<p>Technically, this is to be realized as a tool (RuQaD) that exports data from the source system, the research data management system Kadi4Mat. RuQaD carries out quality and meta data checks (involving an existing pipeline) and pushes the data into the target system, the research data management system LinkAhead, that is the basis of the BatCAT data space.</p>
<p>The motivation is to allow a seamless exchange of data between research and industry. It is important to ensure that the FAIR criteria are met, therefore a dedicated check for meta data and the FAIR criteria is implemented. The FAIR criteria can be summarized to the following practical checks:</p>
<ul>
<li>Is a PID present?</li>
<li>Is the domain-specific meta data complete?</li>
<li>Is there provenance information?</li>
<li>Does the data include license information?</li>
</ul>
<p>The normative description of all requirements is contained in the non-public project proposal.</p>
<h3 id="quality-goals">Quality Goals</h3><!--
> The top three (max five) quality goals for the architecture whose fulfillment is of highest
> importance to the major stakeholders. We really mean quality goals for the architecture. Don’t
> confuse them with project goals. They are not necessarily identical.
>
> The ISO 25010 standard provides a nice overview of potential topics of interest:
>
> ...
-->
<p>RuQaD's main quality goals are, using the terms from ISO 25010 (see glossary for definitions):</p>
<ul>
<li><strong>Operability:</strong> As a demonstrator, the main quality goal of the software is to be understood and learned. This facilitates building prototypes or production software based on the functionality of the demonstrator.</li>
<li><strong>Compatibility:</strong> The system connects different software systems and therefore acts as a compatibility component.</li>
<li><strong>Transferability:</strong> In order to serve as a tool for demonstration in different environments, the system needs to be built at a high level of transferability.</li>
<li><strong>Maintainability:</strong> The project's limited time frame also scopes the maintainability goal: As a demonstrator, some parts of the system can be considered work-in-progress and need to be modified, corrected or adapted over time.Whenever code is being contributed to components which have already a forseeable future in other contexts the maintainability must be taken in consideration. On the other hands, code which mainly serves the demonstration of the particular scenario (PoLiS/BatCAT) it is acceptable to provide only PoC implementations which need adjustments for a long-term maintenance.</li>
</ul>
<h3 id="stakeholders">Stakeholders</h3><!--
> Explicit overview of stakeholders of the system, i.e. all person, roles or organizations that
>
> - should know the architecture
> - have to be convinced of the architecture
> - have to work with the architecture or with code
> - need the documentation of the architecture for their work
> - have to come up with decisions about the system or its development
-->
<table>
<thead>
<tr>
<th>Role/Name</th>
<th>Expectations</th>
</tr>
</thead>
<tbody>
<tr>
<td>IndiScale</td>
<td>Quality and FAIRness of entities are successfully annotated.</td>
</tr>
<tr>
<td>PoLis / Kadi4Mat</td>
<td>Entities can be exported to other dataspaces.</td>
</tr>
<tr>
<td>BatCAT Dataspace</td>
<td>Receive valuable dataset offers.</td>
</tr>
<tr>
<td>FAIR DS Project</td>
<td>Showcase the concept of FAIR Data Spaces with a relevant, plausible and convincing use case.</td>
</tr>
</tbody>
</table><!--
## Architecture Constraints
<https://docs.arc42.org/section-2/>
> Any requirement that constrains software architects in their freedom of design and implementation
> decisions or decision about the development process. These constraints sometimes go beyond
> individual systems and are valid for whole organizations and companies.
-->
<h2 id="context-and-scope">Context and Scope</h2><!--
<https://docs.arc42.org/section-3/>
> System scope and context - as the name suggests - delimits your system (i.e. your scope) from all
> its communication partners (neighboring systems and users, i.e. the context of your system). It
> thereby specifies the external interfaces.
>
> If necessary, differentiate the business context (domain specific inputs and outputs) from the
> technical context (channels, protocols, hardware).
-->
<h3 id="business-context">Business Context</h3>
<p>RuQaD connects an industrial data space (BatCAT data space for the development of a "Battery Cell Assembly Twin) with an external research infrastructure (PoLiS - Post Lithium Storage Cluster of Excellence). In this regard, RuQaD is a Value-Added Service and addresses several DSSC Building Blocks in compliance FAIR Guiding Principles.</p>
<p>RuQaD builds on fAIR Components (LinkAhead: F1, F2, F3,F4, A1, A2 .eln-File-Format, RO-Crate: F2, F3, I1, I2, I3, Data Models, Provenance & Tracability, EDC: A1, A2, I1, I2, I3). It is the focus of RuQaD to promote the Reusability (R) of datasets. A central barrier to reusing are quality requirements of the reusing party. RuQaD uses the quality check pipeline of the FAIR Data Spaces Demonstrator 4.2 to asses the quality of a given dataset (e.g. missing values).</p>
<p>Missing license statements (R1.1) or provenance information (R1.2) will be flagged by the RuQaD demonstrator as well as incompatibilty with expected standards (R1.3).</p>
<p>Loading the datasets to LinkAhead allows to offer the quality-assured and FAIR-compliant datasets in the BatCAT data space using the data space's EDC based infrastructure (Data, Services and Offerings Descriptions; Publication and Discovery).</p>
<p>Simple and cost-effective reuse of datasets for new products is a central value proposition of data spaces in general and the BatCAT data space in particular (Business Model Development).</p>
<p>The use case scenario of datasets from PoLiS is the enrichment of characterization data (e.g. porosity of cathode material of sodium-ion cells) which have been collected in the BatCAT project to develop more reliable and more robust ML models and algorithms (Use Case Development; Data Product Development).</p>
<p>While governance and legal Building Blocks will not be addressed directly by RuQaD, the demonstrator supports the protection of personal data and IP rights by checking the presence of licence and provenance meta data (Regulatory-Compliance).</p>
<p>Industry partners of the BatCAT data space attempt to develop a digital twin for cell assemply and manufacturing of batteries to build greener, more sustainable and cost-effective batteries.</p>
<p>To do this, they need both a large amount of data for training ML models and data from different sources to ensure the robustness of their models. They therefore benefit directly from the integration of quality-checked external data sources.</p>
<p>While some egal and ethical issues of data reuse can be addressed by the licencing of dataset as required by the R1.1 principle, others remain, e.g. the liability when dataset have been published with erroneous licences. RuQaD mitigates these issues by promoting the provenance of datasets and ensuring rich meta data annotations before publishing data into the data space.</p>
<h3 id="technical-context">Technical Context</h3><!--
> Technical interfaces (channels and transmission media) linking your system to its environment. In
> addition a mapping of domain specific input/output to the channels, i.e. an explanation with I/O
> uses which channel.
-->
<h4 id="system-landscape">System Landscape</h4>
<p>
<div>
<figure style="width: min(100%, 1288px);">
<div>
<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" contentStyleType="text/css" preserveAspectRatio="meet" version="1.1" viewBox="0 0 1288 743" zoomAndPan="magnify">
<title>
System Landscape
</title><defs /><g>
<text fill="#000000" font-family="sans-serif" font-size="14" font-weight="bold" lengthAdjust="spacing" textLength="147.1436" x="563.4282" y="22.9951">System Landscape</text><!--cluster group_1-->
<g id="cluster_group_1">
<rect fill="none" height="534" rx="2.5" ry="2.5" style="stroke:#CCCCCC;stroke-width:1.0;stroke-dasharray:7.0,7.0;" width="904" x="7" y="44.2969" />
<text fill="#CCCCCC" font-family="sans-serif" font-size="16" font-weight="bold" lengthAdjust="spacing" textLength="173.4531" x="372.2734" y="61.1484">BatCAT Data Space</text>
</g><!--cluster group_2-->
<g id="cluster_group_2">
<rect fill="none" height="465" rx="2.5" ry="2.5" style="stroke:#CCCCCC;stroke-width:1.0;stroke-dasharray:7.0,7.0;" width="503" x="384" y="89.2969" />
<text fill="#CCCCCC" font-family="sans-serif" font-size="16" font-weight="bold" lengthAdjust="spacing" textLength="133.4766" x="568.7617" y="106.1484">RuQaD Service</text>
</g><!--cluster group_3-->
<g id="cluster_group_3">
<rect fill="none" height="157" rx="2.5" ry="2.5" style="stroke:#CCCCCC;stroke-width:1.0;stroke-dasharray:7.0,7.0;" width="334" x="948" y="397.2969" />
<text fill="#CCCCCC" font-family="sans-serif" font-size="16" font-weight="bold" lengthAdjust="spacing" textLength="318.9766" x="955.5117" y="414.1484">PoLiS Research Data Infrastructure</text>
</g><!--entity BatCATDataSpaceNode-->
<g id="elem_BatCATDataSpaceNode">
<a href="batcat-data-space-node/context/" target="_top" title="batcat-data-space-node/context/" xlink:actuate="onRequest" xlink:href="batcat-data-space-node/context/" xlink:show="new" xlink:title="batcat-data-space-node/context/" xlink:type="simple">
<rect fill="#1168BD" height="122.4375" rx="2.5" ry="2.5" style="stroke:#3C7FC0;stroke-width:0.5;" width="207.8926" x="137" y="425.2969" />
<text fill="#FFFFFF" font-family="sans-serif" font-size="16" font-weight="bold" lengthAdjust="spacing" textLength="65.6797" x="154.2197" y="450.1484">BatCAT</text>
<text fill="#FFFFFF" font-family="sans-serif" font-size="16" font-weight="bold" lengthAdjust="spacing" textLength="5.5703" x="219.8994" y="450.1484"> </text>
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<figcaption>
<a onclick="openSvgModal('sl-modal', 'sl-svg')">System Landscape Diagram</a>
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<div class="modal-background" onclick="closeModal('sl-modal')"></div>
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<title>
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System Landscape Diagram [<a href="svg/sl.svg" target="_blank">svg</a>|<a href="png/sl.png" target="_blank">png</a>|<a href="puml/sl.puml" target="_blank">puml</a>]
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</div></p><!-- TODO: Mehr content hinzufügen, z.B. Link zur crawler-doc und Paper --> <!--
## Solution Strategy
<https://docs.arc42.org/section-4/>
> A short summary and explanation of the fundamental decisions and solution strategies, that shape the
> system’s architecture. These include
>
> - technology decisions
> - decisions about the top-level decomposition of the system, e.g. usage of an architectural pattern
> or design pattern
> - decisions on how to achieve key quality goals
> - relevant organizational decisions, e.g. selecting a development process or delegating certain
> tasks to third parties.
-->
<h2 id="building-block-view">Building Block View</h2><!--
<https://docs.arc42.org/section-5/>
> The building block view shows the static decomposition of the system into building blocks (modules,
> components, subsystems, classes, interfaces, packages, libraries, frameworks, layers, partitions,
> tiers, functions, macros, operations, data structures, …) as well as their dependencies
> (relationships, associations, …)
>
> This view is mandatory for every architecture documentation. In analogy to a house this is the floor
> plan.
-->
<h3 id="whitebox-overall-system">Whitebox Overall System</h3><!--
> Here you describe the decomposition of the overall system using the following white box template. It contains
>
> - an overview diagram
> - a motivation for the decomposition
> - black box descriptions of the contained building blocks. For these we offer you alternatives:
> - use one table for a short and pragmatic overview of all contained building blocks and their interfaces
> - use a list of black box descriptions of the building blocks according to the black box template (see below). Depending on your choice of tool this list could be sub-chapters (in text files), sub-pages (in a Wiki) or nested elements (in a modelling tool).
> - (optional:) important interfaces, that are not explained in the black box templates of a building block, but are very important for understanding the white box.
>
> Since there are so many ways to specify interfaces why do not provide a specific template for them.
>
> In the best case you will get away with examples or simple signatures.
-->
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