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kavianpour/README.md

Hi there, I'm Mohammadreza Kavianpour 👋

AI Solutions Architect · Researcher · Ph.D. in Electrical Engineering

Website LinkedIn Google Scholar ORCID Email

🧠 About Me

I'm an AI Solutions Architect and researcher with a Ph.D. in Electrical Engineering, bridging the gap between cutting-edge research and real-world impact. My work spans:

  • 🔧 Fault Diagnosis — Deep learning & GNNs for rotary machinery under noisy, imbalanced, and missing-data conditions
  • 🌍 Earthquake Prediction — CNN-BiLSTM models with attention mechanisms for seismic magnitude classification
  • 🚢 Maritime AI — Ship fuel consumption prediction and route/speed optimization aligned with IMO emission policies
  • 🐄 Smart Agriculture — IoT-based calving time prediction with real-time health monitoring for livestock
  • 🤖 LLMs & Conversational AI — RAG pipelines, fine-tuning (LLaMA, FLAN-T5), and production chatbot deployment

Turning complex research into impactful technologies — one model at a time.

🔬 Research Interests

Deep Learning Graph Neural Networks Large Language Models Transfer Learning Time--Series Analysis Domain Adaptation Multimodal Learning

🛠️ Tech Stack

Core ML/AI

Python PyTorch TensorFlow Hugging Face Scikit-learn LangChain

Infrastructure & DevOps

Docker AWS Git SQL

📄 Selected Publications

Year Title Journal
2025 Knowledge Distillation and Enhanced Subdomain Adaptation Using GCN for Resource-Constrained Fault Diagnosis Knowledge-Based Systems, Elsevier
2025 A Partial-Imbalance Robust Domain Adaptation Framework for Bearing Fault Diagnosis Measurement, Elsevier
2023 A CNN-BILSTM Model with Attention Mechanism for Earthquake Prediction ⭐ 200+ citations The Journal of Supercomputing, Springer
2023 Spatial GCN via Structured Sub-domain Adaptation for Bearing Fault Diagnosis ⭐ 140+ citations Neurocomputing, Elsevier
2022 Class Alignment Method Based on GCN for Bearing Fault Diagnosis Measurement, Elsevier

📚 Full list on Google Scholar

🎓 Education

  • 🎓 Ph.D. — Electrical Engineering (Control), Tarbiat Modares University (2018–2023)
  • 🎓 M.Sc. — Electrical Engineering (Control), Tarbiat Modares University (2015–2018)
  • 🎓 B.Sc. — Electrical Engineering (Telecommunications), Shahid Beheshti University (2010–2015)

📍 Tehran, Iran  |  Open to collaborations & research opportunities

"The goal is to build AI that matters — not just AI that works."

Pinned Loading

  1. PTPAI-bearing-fault-diagnosis PTPAI-bearing-fault-diagnosis Public

    Physics-informed domain adaptation for bearing fault diagnosis under missing classes & class imbalance — Measurement 257 (2026) 118890.

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  2. CARMA-DACA-fault-diagnosis CARMA-DACA-fault-diagnosis Public

    A class alignment method based on graph convolution neural network for bearing fault diagnosis in presence of missing data and changing working conditions — Measurement 199 (2022) 111536

  3. CNN-BiLSTM-AM-Earthquake-Prediction CNN-BiLSTM-AM-Earthquake-Prediction Public

    Forked from parisa-kavian/CNN-BiLSTM-AM-Earthquake-Prediction

    A CNN-BiLSTM model with attention mechanism for earthquake prediction — The Journal of Supercomputing (2023) 79:19194–19226

  4. DSAGCN-Bearing-Fault-Diagnosis DSAGCN-Bearing-Fault-Diagnosis Public

    Spatial graph convolutional neural network via structured subdomain adaptation and domain adversarial learning for bearing fault diagnosis -- Neurocomputing 517 (2023) 44–61

    1

  5. KAVI-resource-constrained-fault-diagnosis KAVI-resource-constrained-fault-diagnosis Public

    Knowledge distillation and enhanced subdomain adaptation using graph convolutional network for resource-constrained fault diagnosis — Knowledge-Based Systems (2025) 114251.

    1