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<h1><a href="index.html"><span>Aalto SEA - Systems & Services Engineering Analytics</a></h1>
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<div class="banner-matter">
<h3>Internet of Things, Edge Systems, Big Data Systems, Machine Learning Systems,
and Clouds</h3>
<p></p>
<!--a href="single.html" class="hvr-rectangle-out">Read More</a-->
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<h3>Distributed Applications, ML Pipelines, Large-scale software systems, Complex
Services, and Middleware</h3>
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<h3>IoT Data Marketplace, Data Services and Quality-aware Big Data Analytics</h3>
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<h2>About</h2>
<strong>The Aalto Systems and Services Engineering Analytics (AaltoSEA) Group</strong> concentrates and
consolidates research activities, resources, results, and collaborations on foundational principles,
concepts and techniques for service engineering analytics of distributed software systems and services,
big data applications, machine learning systems and IoT. We are a member of <a href="https://cs.aalto.fi">The Department of Computer Science, Aalto University</a>. We also contribute to the newly established <a href="https://acas.fi">Aalto Center for Autonomous Systems</a>. Recently, we have also started to study what does it mean software and services analytics in the age of quantum computing through the collaboration in <a href="https://instituteq.fi/">The Finnish Quantum Institute</a>. At Aalto we teach students to study topics in <a
href="https://github.com/rdsea/bigdataplatforms">Big Data Platforms</a> and <a
href="https://github.com/rdsea/sys4bigml">Systems for Big Data/Machine Learning</a> and supervise <a href="https://rdsea.github.io/publications.html#theses">research theses in, for example, cloud computing, big data, IoT, edge computing, and ML</a>.
<div class="clearfix"> </div>
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<div class="col-top">
<h2>Engineering Analytics</h2>
Engineering analytics is concerned with the techniques and tools for designing, monitoring, analyzing, explaining and optimizing functions, performance, data quality, elasticity, and uncertainties associated with systems, software, data and services.
In our work, we focus on engineering analytics for: <strong>Systems and their interplay(IoT, Cloud and Edge Systems)</strong>, <strong>Software (Machine Learning, Middleware, Protocols, and Tools)</strong>, <strong>Data (Models and Analytics)</strong>, <strong>Services (Data Marketplace, Service Models, APIs, and Configuration)</strong>. We apply our engineering analytics techniques to various applications. See some <a href="https://users.aalto.fi/~truongh4/publications/2019/Truong_Linh_-installation-talk-april-2019.pdf">high-level ideas in this presentation</a>.
</div>
</div>
<div class="service-top">
<div class="col-md-3 service-grid">
<span></span>
<div class="grid-ser">
<h4>Systems</h4>
<p> we focus on emerging complex distributed systems covering cloud systems, IoT, edge systems, cyber-physical systems and social-cyber-physical systems. Some of our novel concepts are <a href="https://users.aalto.fi/~truongh4/publications/2011/principles-of-elasticprocesses.pdf">elastic systems</a>, <a href="https://users.aalto.fi/~truongh4/publications/2015/truong-cloudspotlight2015.pdf">IoT Cloud systems</a> and <a href="https://link.springer.com/article/10.1007/s11761-018-0228-2">the ensembles of IoT, Cloud and Networks</a></p>
</div>
<div class="clearfix"> </div>
</div>
<div class="col-md-3 service-grid">
<span></span>
<div class="grid-ser">
<h4> Software </h4>
<p>We focus on system software, middleware, tools and applications in IoT, cloud, edge, enterprise,
cyber-physical systems, and machine learning systems. Application domains are smart agriculture,
smart city, e-science, and industrial internet. Some recent tools are <a
href="http://bit.ly/1Y36tIY">IoT management</a>, <a
href="https://users.aalto.fi/~truongh4/publications/2017/truong-tecps2017.pdf">Uncertainty
Testing for CPS</a>, and <a
href="https://users.aalto.fi/~truongh4/publications/2017/truong-mobiquitous2017.pdf">IoT
Cloud uncertainties</a></p>
</div>
<div class="clearfix"> </div>
</div>
<div class="col-md-3 service-grid">
<span></span>
<div class="grid-ser">
<h4>Data</h4>
<p> We focus on IoT/big data data models and analytics, including various types of data in complex
distributed systems that are gathered, processed and provisioned under different services. Some
our novel concepts are <a
href="https://users.aalto.fi/~truongh4/publications/2014/truong-sds2014-ic2e.pdf">elastic
data analytics</a>, <a href="https://dl.acm.org/citation.cfm?id=3138806">Quality of
Analytics</a>, and <a
href="https://www.researchgate.net/publication/324170664_Characterizing_Incidents_in_Cloud-based_IoT_Data_Analytics">incidents
in big data</a></p>
</div>
<div class="clearfix"> </div>
</div>
<div class="col-md-3 service-grid">
<span></span>
<div class="grid-ser">
<h4>Services</h4>
<p>We focus on novel technical service models (data-as-a-service, IoT services, e-science services,
and several application-specific services), service API and execution management, and dynamic
business models (e.g. pay-per-use) for consumers. Some of our novel conconcepts are <a
href="https://www.researchgate.net/project/IoT-Data-Marketplace-and-Analytics-Models-and-Techniques">Data-as-a-Service,
data contracts for data marketplaces</a>, <a
href="https://users.aalto.fi/~truongh4/publications/2016/truong-toit2016.pdf">human sensing
data marketplace</a>, and <a
href="https://www.researchgate.net/project/R3E-for-end-to-end-Big-Data-and-Machine-Learning">machine
learning services</a></p>
</div>
<div class="clearfix"> </div>
</div>
<div class="clearfix"> </div>
</div>
<!-- research topics -->
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<h3>Research Directions</h3>
</div>
<div class="content-middle1">
<div class="col-md-4 content-middle2">
<div class="content-middle3">
<h4>AI/Machine Learning/LLMs Observability and Optimization</h4>
<p>End-to-end ML serving, LLMs Coordination, Quality of Analytics for ML/LLMs Software systems</a> </p>
</div>
</div>
<div class="col-md-4 content-middle2">
<div class="content-middle3">
<h4>Quality-aware Data Intensive Systems</h4>
<p> Data Concerns, Data Quality Evaluation and Data Contracts for Data Services, Data Marketplaces, Quality-aware Data Science, Big Data Systems</a> </p>
</div>
</div>
<div class="col-md-4 content-middle2">
<div class="content-middle3">
<h4>Uncertainties, Performance and Reliability Evaluation</h4>
<p> Uncertainties analytics, performance monitoring and evaluation, IoT-Edge-Cloud Observability</a></p>
</div>
</div>
<div class="clearfix"> </div>
</div>
<div class="content-middle1">
<div class="col-md-4 content-middle2">
<div class="content-middle3">
<h4>Elasticity Engineering and Analytics</h4>
<p> Multi-dimensional Elasticity, R3E Concepts, Multi-continuum engineering and analytics</a></p>
</div>
</div>
<div class="col-md-4 content-middle2">
<div class="content-middle3">
<h4>Programming and Service Models for Hybrid Quantum Computing</h4>
<p>Novel models and techniques for characterizing and optimizing non-functional parameters, including performance and interaction couplings, for emerging complex applications in hybrid quantum computing environments</p>
</div>
</div>
<div class="col-md-4 content-middle2">
<div class="content-middle3">
<h4>Hybrid Intelligence Software (HIS) in Edge-Cloud Environment</h4>
<p> HIS Characterization, Testing and Quality of Analytics (QoA) methods for HIS, Composability and Design Patterns with AI/LLMs</p>
</div>
</div>
<div class="clearfix"> </div>
</div>
</div>
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<!-- about team -->
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<div class="content-middle">
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<h3>Team</h3>
<h4>Want to join the team for doing the research? Contact us!
</h4>
</div>
<div class="content-middle1">
<div class="col-md-4 content-middle2 profile-column">
<img src="images/linh.jpg " class="img-responsive profile-pic" alt="">
<p class="photo-credit">Photo: Aalto University/Jaakko Kahilaniemi</p>
<div class="content-middle3">
<h4><a href="https://users.aalto.fi/~truongh4">Hong-Linh Truong</a></h4>
<label></label>
<p>
<ul>
<li>Professor, Group Lead, <a href="https://users.aalto.fi/~truongh4">Further
info</a></li>
</ul>
</p>
</div>
</div>
<div class="col-md-4 content-middle2 profile-column">
<img src="images/tri.jpg " class="img-responsive profile-pic" alt="">
<div class="content-middle3">
<h4><a href="https://www.researchgate.net/profile/Minh_Tri_Nguyen5">Minh-Tri Nguyen</a>
</h4>
<label></label>
<p>
<ul>
<li>Researcher, <a
href="https://www.researchgate.net/profile/Minh_Tri_Nguyen5">Further
info</a></li>
</ul>
</p>
</div>
</div>
<div class="col-md-4 content-middle2 profile-column">
<img src="images/anhdungnguyen.jpg " class="img-responsive profile-pic" alt="">
<div class="content-middle3">
<h4><a href="">Anh-Dung Nguyen</a></h4>
<label></label>
<p>
<ul>
<li>Research Assistant, <a href="https://www.linkedin.com/in/dungnguyenanh0706/">Further info</a></li>
</ul>
</p>
</div>
</div>
<div class="col-md-4 content-middle2 profile-column">
<img src="images/hong3nguyen.jpg " class="img-responsive profile-pic" alt="">
<div class="content-middle3">
<h4><a href="">Hong-Tri Nguyen</a></h4>
<label></label>
<p>
<ul>
<li>Postdocs, <a href="https://hong3nguyen.github.io/">Further info</a></li>
</ul>
</p>
</div>
</div>
<div class="col-md-4 content-middle2 profile-column">
<img src="images/debayan_photo.jpeg" class="img-responsive profile-pic" alt="">
<div class="content-middle3">
<h4><a href="https://www.linkedin.com/in/debayanbhattacharyavit/">Debayan Bhattacharya</a>
</h4>
<label></label>
<p>
<ul>
<li>Doctoral Researcher, <a
href="https://www.linkedin.com/in/debayanbhattacharyavit/">Further
info</a></li>
</ul>
</p>
</div>
</div>
<div class="col-md-4 content-middle2 profile-column">
<img src="images/korawit_photo.jpg" class="img-responsive profile-pic" alt="">
<div class="content-middle3">
<h4><a href="https://smart-portfolio.netlify.app/">Korawit Rupanya</a>
</h4>
<label></label>
<p>
<ul>
<li>Doctoral Researcher, <a
href="https://smart-portfolio.netlify.app/">Further
info</a></li>
</ul>
</p>
</div>
</div>
<div class="clearfix"> </div>
</div>
<div class="content-middle1">
<div class="col-md-4 content-middle2 profile-column">
<div class="content-middle3">
<h4>Master Thesis Students</h4>
<label></label>
<p>
<ul>
<li>Timo Nappa</li>
<li>Lac Truong</li>
<li>Niko Vänttilä</li>
</ul>
</p>
</div>
</div>
<div class="col-md-4 content-middle2 profile-column">
<div class="content-middle3">
<h4>Past members</h4>
<label></label>
<p>
<h5>Postdocs: <a href="https://scholar.google.at/citations?user=VbQgrpsAAAAJ&hl=en">Dr. Thanh-Phuong Pham</a>, Dr. Bunjamin Memishi, <a
href="https://it.linkedin.com/in/lucaberardinelli">Dr. Luca Berardinelli</a>, <a
href="https://ro.linkedin.com/in/georgianacopil">Dr. Georgiana Copil</a>, <a
href="https://jm.linkedin.com/in/daniel-moldovan-ba976532">Dr. Daniel
Moldovan</a>,
<br>
Research assistants/Master Students: Thao-Nguyen Vuong, <a href="https://www.linkedin.com/in/my-linh-ng">My-Linh Nguyen</a>, <a href="https://www.linkedin.com/in/rohitraj94/">Rohit Raj</a>, Minh-Duc Ta, <a
href="https://www.linkedin.com/in/strasdosky-otewa-71b0174a/">Strasdosky
Otewa</a>, <a href="https://fi.linkedin.com/in/oscarhenriksson">Oscar
Henriksson</a>, <a href="https://fi.linkedin.com/in/kristskreics">Kreics
Krists</a>, <a href="https://sk.linkedin.com/in/filip-rydzi">Filip Rydzi</a>,
Michael Hammerer, <a
href="https://www.linkedin.com/in/lingfan-gao-092b0084/">Lingfan Gao</a>, <a
href="https://www.linkedin.com/in/juraj-%C4%8D%C3%ADk-5a597b60/">Juraj Cik</a>,
<a href="https://www.linkedin.com/in/dipl-ing-florin-balint-6112a096">Florin
Balint</a>, <a
href="https://www.linkedin.com/in/manfred-halper-274729124">Manfred Halper</a>,
Matthias Karan, <a href="https://www.linkedin.com/in/peter-klein-464609b">Peter
Klein</a>
</h5>
</p>
</div>
</div>
<div class="col-md-4 content-middle2 profile-column">
<div class="content-middle3">
<h4>Past visitors</h4>
<label></label>
<p>
<h5>Jingyu Liang (China University of Petroleum (Beijing)), Adrian Orive Oneca (IKERLAN), Kyle Chard (University of Chicago), Liang Zhang (Fudan University), The-Vu Tran (Da Nang University), Huu-Hung Huynh (Da Nang University), Nam Huynh (HoChiMinh City University of Technology)
</h5>
</p>
</div>
</div>
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<h3>Results</h3>
<p>Our GitHub prototypes: <a href="https://github.com/rdsea">https://github.com/rdsea</a>
</p>
<p>Our Docker Hub: <a
href="https://hub.docker.com/u/rdsea/">https://hub.docker.com/u/rdsea/</a></p>
</div>
<div class="content-middle1">
<div class="col-md-4 content-middle2">
<!--a href="single.html"><img src="images/pi.jpg " class="img-responsive" alt=""></a-->
<div class="content-middle3">
<h4><a href="">Projects</a></h4>
<label></label>
<p>
<ul>
<li><a href="https://chainml.github.io/">ChainML - practical applications in the
intersection of blockchain and machine learning</a>
</li>
<li>INTER-HINC, IoT Interoperability, Part of Inter-IoT, H2020,
May-2017-Oct-2018</li>
<li>
<a href="http://badaling.github.io">BADALING - Basic Abstractions for
Developing Advanced Models of IoT Network in the Edge</a>, Oct, 2016 -
Sep, 2017
</li>
</li>
<li>
<a href="http://alpslab.github.io/">AlPS - Analytics, Privacy, and Security
for IoT and Big Data</a>, Partially funded by <a
href="http://www.asea-uninet.org/">ASEA-UNINET</a>, 2016-2917
</li>
<li><a href="http://www.u-test.eu/">U-Test - Testing Cyber-Physical Systems
under Uncertainty: Systematic, Extensible, and Configurable Model-based
and Search-based Testing Methodologies</a>, H2020 project, EU funded,
Jan 2015-Dec 2017</li>
<li><a href="http://haivanuni.github.io/haivan/">HAIVAN: Strengthening Critical
IoT Software Development and Training in Highly Volatile and Unreliable
Environments</a>, partially funded by <a
href="http://www.asea-uninet.org/">ASEA-UNINET</a>, 2016.</li>
<!--li><a href="http://www.infosys.tuwien.ac.at/prototype/celar/">CELAR: Automatic, Multi-grained Elasticity-provisioning for the Cloud</a>, EU funded, Oct 2012 - Sep 2015</li>
<li><a href="http://www.dbai.tuwien.ac.at/research/project/InfInt/">WWTF Service-oriented Data Integration</a>: WWTF, 2009- 2012</li-->
</ul>
</p>
</div>
</div>
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<!--a href="single.html"><img src="images/pi1.jpg " class="img-responsive" alt=""></a-->
<div class="content-middle3">
<h4>Concepts & Prototypes</h4>
<label></label>
<ul>
<li><a href="https://github.com/rdsea/ROHE">ROHE</a> - End-to-End ML Serving in Edge-Cloud</li>
<li><a href="https://github.com/rdsea/QoA4ML">QoA4ML</a> - Quality of Analytics for ML</li>
<li><a href="https://github.com/rdsea/CAMLE"> CAMLE</a> - Context-aware ML Explainability</li>
<li><a href="https://github.com/rdsea/ZETA">ZETA</a> - Zero Trust Elasticity</li>
<li>
<a href="http://github.com/rdsea/IoTCloudSamples">IoTCloudSamples</a>: IoT
Cloud Units for Research and Development
</li>
<li><a href="https://github.com/rdsea/kalbi">KALBI</a>- Blockchain knowledge,
artefacts, benchmarks and utilities</li>
<li>
<a href="http://github.com/rdsea/T4UME">T4UME</a> - Tool for Uncertainty
Modeling and Evaluation for IoT Cloud Systems
</li>
</li>
<li>
<a href="http://sincconcept.github.io/">SINC</a> - Slicing IoT, Network
functions, and Clouds
</li>
</li>
<li><a href="http://sincconcept.github.io/HINC/">HINC </a> - Harnomizing IoT,
Network Functions, and Clouds</li>
<li><a href="https://github.com/rdsea/COMOT4U">COMOT4U </a> - Control,
Monitoring, and Testing under and for Uncertainties, including <a
href="http://tuwiendsg.github.io/RuntimeVerification/">Runtime Health
Verification of CPS</a></li>
<li><a href="http://tuwiendsg.github.io/iCOMOT">iCOMOT </a> for Control,
Monitoring, Governance and Configuration of IoT Cloud Systems</li>
<li><a href="http://dungcao.github.io/marsa/">MARSA </a> - A Marketplace for
Realtime Human-Sensing Data</li>
<li><a href="http://tuwiendsg.github.io/SALSA/">SALSA - A Framework for Dynamic
Configuration of IoT Cloud Systems</a></li>
<li><a href="https://github.com/rdsea/SOD1"> Data and Service Contracts</a></li>
</ul>
</div>
</div>
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<!--a href="single.html"><img src="images/pi2.jpg " class="img-responsive" alt=""></a-->
<div class="content-middle3">
<h4><a href="publications.html">Publications & Theses</a></h4>
<p>See <a href="publications.html">our full list here</a>. Three recent
publications:</p>
<label></label>
<ul>
<li>
Phu Nguyen, Huu-Ha Nguyen, Phu Phung, Hong-Linh Truong, and Thomas Cheung, <b><a href="https://doi.org/10.1145/3721430">Advanced Context-Sensitive Access Management for Edge-Driven IoT Data Sharing as a Service</a></b>. ACM Trans. Internet Technol. (March 2025).
</li>
<li>
Minh-Tri Nguyen, Hong-Linh Truong, <b><a href="https://doi.org/10.1002/spe.3383">On Optimizing Resources for Real-Time End-to-End Machine Learning in Heterogeneous Edges</a></b>. Softw: Pract Exper., 2024, https://doi.org/10.1002/spe.3383
</li>
<li>
Hong-Linh Truong, Ngoc Nhu Trang Nguyen, <b>TENSAI - Practical and Responsible Observability for Data Quality-aware Large-scale Analytics</b> (<a href="https://dl.acm.org/doi/10.1145/3708014">PDF</a>), Journal of Data and Information Quality, ACM, 2024.
</li>
<br>
<li> <a href="publications.html">See the full list of publications</a> </li>
</ul>
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