Aerospace & Aviation
Digital Twin Development
End-to-end construction of physics-grounded virtual replicas of aviation systems (gas turbines, landing gear) enabling real-time monitoring and fault prediction via ODE-based dynamics simulation.
Tools & Evidence:
SimscapeFastAPIFlightGearPyVista
Aerospace & Aviation
Prognostics & Health Mgmt
Data-driven and physics-informed approaches to predicting equipment degradation, RUL estimation, and classifying multi-class aviation failure modes before failure occurs.
Tools & Evidence:
CNN-BiLSTMLightGBMCS-231,027-sensor HUMS
Aerospace & Aviation
Aircraft MRO Optimization
Applying AI and digital twins to reduce downtime, predict wear, and streamline maintenance workflows. Cost-of-downtime modeling and DOC analysis mapped directly to maintenance action pipelines.
Tools & Evidence:
PostgreSQLBeihang M.Sc FocusDOC Analysis
Aerospace & Aviation
Rotary Detonation Engines
Computational investigation of RDE flow physics, stoichiometric and off-stoichiometric CJ velocity analysis, and spatiotemporal CFD field augmentation using deep generative models.
Tools & Evidence:
OpenFOAM v2406CVAEHuggingFace Dataset
Aerospace & Aviation
Computational Fluid Dynamics
Numerical simulation of compressible reacting flows for advanced propulsion. OpenFOAM case setup, meshing, solver configuration, and validation against analytical correlations.
Tools & Evidence:
OpenFOAMParaViewWSL2
Aerospace & Aviation
Airworthiness Compliance
Designing aircraft systems against EASA CS-23 requirements. CS-23.473 landing load case compliance analysis, fault tolerance mapping, and structural load validation.
Tools & Evidence:
Simscape MultibodyCS-23.473FAR
AI & Machine Learning
Physics-Informed ML
Embedding physical laws and ODE constraints into ML models to ensure predictions are plausible. Designing Physics-Informed Digital Twin Validators (PIDT) for fault physics modeling.
Tools & Evidence:
PyTorchMATLAB ODEPIDT Validator
AI & Machine Learning
Deep Learning (Time-Series)
Hybrid deep architectures for sequential, multi-channel time-series data. Dual-input LSTMs, CNN-BiLSTM with Attention mechanisms optimized for 47ms real-time inference latency.
Tools & Evidence:
TensorFlowKerasCNN-BiLSTM
AI & Machine Learning
Generative AI (CVAE)
Designing Conditional Variational Autoencoders for structured, physics-constrained synthetic data generation. KL divergence regularization and spatiotemporal field reconstruction.
Tools & Evidence:
PyTorchCVAE (4.3M params)Latent Space
AI & Machine Learning
Synthetic Data Generation
Creating large-scale, valid synthetic datasets for ML training in data-scarce domains via MATLAB physics simulators and generative models. Published 27k-sample & 72-field open datasets.
Tools & Evidence:
HuggingFaceKaggleOpenFOAM
AI & Machine Learning
Gradient Boosting
Applying gradient boosting ensemble methods for tabular aerospace fault classification. Feature importance analysis, serialization, and FastAPI deployment for interpretability.
Tools & Evidence:
LightGBMScikit-learnPandas
AI & Machine Learning
ONNX Model Deployment
Exporting, optimizing, and deploying ML models in ONNX format for cross-platform, low-latency offline inference environments (e.g., Aho-Corasick + ONNX semantic detection).
Tools & Evidence:
ONNX RuntimeHuggingFaceRust (ort)
Blockchain & Security
Aviation Cybersecurity
Securing aviation datalinks (ADS-B, ACARS, CPDLC) via cryptographic protocols and blockchain architectures against spoofing and replay attacks. Resolving the TCAS Paradox.
Tools & Evidence:
Split-PayloadPIDTAIAA SciTech
Blockchain & Security
Hyperledger Fabric
Deploying enterprise-grade permissioned blockchain networks for distributed trust. Certificate Authority management, chaincode development, and multi-org topology design.
Tools & Evidence:
Fabric 2.5Docker ComposeNode.js
Blockchain & Security
Cryptographic Protocol Design
Ed25519 digital signature implementation and Shamir Secret Sharing (GF(2⁸), 2-of-3 threshold) for secure key distribution in safety-critical aviation nodes.
Tools & Evidence:
Ed25519GF(2⁸)Python Crypto
Software Development
Rust / Tauri (Desktop)
Building high-performance, memory-safe cross-platform apps using Rust and Tauri v2. Offline whisper-rs STT integration, SQLite orchestration, and local system bindings.
Tools & Evidence:
Rust 1.96Tauri v2whisper-rs
Software Development
Flutter / Dart (Mobile)
Cross-platform mobile apps targeting Android with real-time WebRTC features, offline asset management, state management, and Firebase/PocketBase cloud integration.
Tools & Evidence:
Flutter 3.4DartFirebaseLiveKit
Software Development
Next.js / Full-Stack
Production-grade web apps via Next.js App Router and PocketBase. Real-time multi-channel chat, RBAC, chunked audio pipelines, and seamless cloud deployments.
Tools & Evidence:
Next.js 15TypeScriptTailwindVercel
Software Development
FastAPI (Microservices)
Lightweight Python REST API microservices for wrapping ML inference engines, managing Pydantic schemas, and exposing digital twin models as queryable async endpoints.
Tools & Evidence:
FastAPIUvicornPydantic
Software Development
WebRTC / LiveKit
Integrating real-time audio/video communication via LiveKit Cloud. Broadcast/interactive meeting architectures, token generation, and native SDK integration.
Tools & Evidence:
LiveKit CloudWebRTCMediaRecorder
Software Development
CI/CD & GitHub Actions
Automating build, test, and deployment pipelines. Workflow YAML authoring, Android APK automated builds, keystore signing, and Vercel/Fly.io continuous deployments.
Tools & Evidence:
GitHub ActionsDockerGradle
Research & Publishing
Technical Paper Writing
Authoring peer-reviewed manuscripts for top aerospace journals (AIAA, IEEE, Elsevier). Full lifecycle from literature review to response-to-reviewer rebuttal strategies.
Tools & Evidence:
AIAAElsevier RESSIEEE Access
Research & Publishing
Research Dataset Curation
Preparing, documenting, and publishing open-access datasets with persistent DOIs. Structuring metadata, ensuring versioning, and linking open science to published papers.
Tools & Evidence:
HuggingFaceKaggleDOI Mapping
Research & Publishing
AIAA Peer Review
Critical evaluation of submitted manuscripts for technical accuracy, methodological rigor, and originality on behalf of journal editors (AIAA JAIS).
Tools & Evidence:
AIAA JAISCritical Evaluation
Research & Publishing
LaTeX Typesetting
Professional scientific typesetting using domain-specific class files (AIAA, IEEE, elsarticle). Mathematical arrays, TikZ graphics, and BibTeX bibliography management.
Tools & Evidence:
LaTeXOverleafBibTeXTikZ
