Skip to main content

Applied INTelligence Lab (AINTLab)

AINTLab is not only a laboratory but also a playground to learn and explore things related to applied intelligence.

Learn more about AINTLabCollaborate with Us

By The Numbers

AINTLab as a living playground for ideas, collaboration, and discovery.

100+

Research Publications

Journals, conferences, and books spanning AI, ML, and DS.

20+

Global Collaborators

Universities and research centers across multiple regions.

2019-

Applied AI Journey

Consistent output focused on practical and impactful intelligence.

Academic Genealogy

Tracing the scholarly lineage and academic mentorship network connected to AINTLab.

65163Hans W. Liepmann (1938)ETH ZürichMajor: Fluid DynamicsMGP ID: 6516313300Arthur E. Bryson Jr. (1951)CaltechMajor: Optimal ControlMGP ID: 1330065163->1330013317Stuart E. Dreyfus (1964)Harvard UniversityMajor: Dynamic ProgrammingMGP ID: 1331713300->13317250462Jongtae Rhee (1990)UC BerkeleyMajor: Control SystemsMGP ID: 25046213317->250462297235Muhammad Syafrudin (2019)Dongguk UniversityMajor: AI ApplicationsMGP ID: 297235250462->297235

Why AINTLab

The laboratory identity: rigorous research, human-centered design, and impactful deployment.

Applied Intelligence First

We build systems for real environments, translating advanced research into usable and measurable outcomes.

Playground for Discovery

AINTLab is not only a laboratory but also a playground to explore ideas, test hypotheses, and iterate quickly.

Collaboration at the Core

Our team works across disciplines and institutions to create responsible and scalable AI innovation.

Identity

Our Mission & Vision

Applied INTelligence Lab as a professional home for rigorous research and creative discovery.

Our Mission

At AINTLab, our mission is to advance the science and application of artificial intelligence (AI), machine learning (ML), and data science (DS) to create intelligent, sustainable, and interconnected systems for the future.

We explore the intersection of AI, DS, and intelligent systems, developing systems that empower people, improve efficiency, and address pressing global challenges — from smart cities and IoT to green computing and advanced AI.

Our research bridges theory and real-world impact, combining academic excellence with practical innovation.

"AINTLab is not just a lab — it's a playground for ideas, collaboration, and discovery." (–Director, AINTLab)

Our Vision

We envision a world where intelligent systems enhance human life responsibly and sustainably. AINTLab aims to be a hub of interdisciplinary research and collaboration — where curiosity meets purpose, and where ideas grow into systems that shape tomorrow’s connected society.

We are committed to:
  • Advancing AI and intelligent systems that are explainable, and scalable.
  • Building collaborative bridges across academia, industry, and international research communities.
  • Educating the next generation of AI innovators who think critically, act responsibly, and innovate boldly.

Core Domains

Research Area

AINTLab — applied ML, AI & DS for real-world decision support across data, intelligence, and applications.

Data

  • Sensor & multimodal inputs

    IoT sensors, images/3D scans, biosignals and multimodal fusion.

  • Time-series & sequence streams

    Forecasting, fusion, sequence modelling pipelines.

  • Representation & features

    Autoencoders, representation learning, transfer & pixel-level feature engineering.

Intelligence

  • Deep & sequence learners + transformers

    CNNs, LSTM, hybrids, Tab/domain transformers and LLM methods.

  • Ensembles & optimization

    Stacking/bagging/meta-ensembles, hyperparameter tuning and meta-heuristics.

  • Explainability & structured models

    Explainable AI, graph-attention/graph methods, statistical & signal-fusion techniques.

Applications

  • Health & human systems

    Medical diagnostics, physiological monitoring, pose/physiotherapy analysis.

  • Agri / environment / energy

    Plant disease detection, crop & AQI forecasting, flood risk, battery SOH and energy forecasting.

  • Industry & security

    Manufacturing, finance, cybersecurity / fraud detection.

Partnership

Collaborate With Us

A trusted collaboration ecosystem for academia, industry, and future researchers.

Collaborate With AINTLab

We welcome research partners, visiting scholars, and industry collaborators who share our vision of advancing AI for a sustainable and connected world.

At AINTLab, collaboration is at the heart of everything we do. We work across disciplines—from ML and intelligent systems to sustainability and DS—to build AI solutions that matter.

We actively collaborate with:Meet Our Team or if you are interested in joining us, please read the Guidelines for Prospective Students.

Collaborator Network Map

Our collaboration map from the past five years.
Our collaboration map from the past five years

If you are interested in collaborating with us, please contact us.

Network

Our Collaborators

Collaborated on: joint publications, projects, visiting programs, etc.

MSSejongUNAIRBINUSUGMTidarSKKUKNUCurtinUBDUNDIPDonggukKarabukITUISUGSCWUHITECUINSUKABNUNTUSTkfueitBRINAINTLab
MSSejongUNAIRBINUSUGMTidarSKKUKNUCurtinUBDUNDIPDonggukKarabukITUISUGSCWUHITECUINSUKABNUNTUSTkfueitBRINAINTLab

Ready To Build The Next Applied Intelligence Breakthrough?

Join our ecosystem of researchers, students, and industry partners shaping AI systems for a smarter and more connected world.

View PublicationsJoin AINTLab