Research

Applied AI for identity, continuity and evidence.

My current research focuses on how distinctive physical objects can be connected to persistent digital identities across images, records and events — and where computational evidence should stop short of a historical claim.

Public research artifact
Zenodo · 2026

Research Artifacts for an Event-Driven Digital Twin Framework for Handmade Carpets

Dataset and reproducibility materials supporting work on large-scale multi-view visual identity matching and an event-driven digital twin framework for handmade carpets.

DOI 10.5281/zenodo.22228715
Research directions

Four questions guide the work.

Identity · 01

How can a system recognize the same physical object across heterogeneous imagery?

Useful retrieval is not enough when the task requires continuity of identity.

Evidence · 02

How should AI communicate uncertainty instead of hiding it?

Matches, extracted attributes and written records can support a claim without being equivalent to proof.

Lifecycle · 03

What belongs in a useful digital twin for a handmade object?

Images, structured attributes, ownership or exhibition events, condition changes and documented provenance carry different evidentiary weight.

Museums · 04

Can AI help build object biographies without manufacturing certainty?

A current direction explores AI-assisted museum documentation for handwoven carpets.

Research outputs

Public outputs and reproducibility materials.

Datasets, published work and supporting research materials are added here as they become public.

01 Research artifact

Research Artifacts for an Event-Driven Digital Twin Framework for Handmade Carpets

Dataset and reproducibility materials supporting work on large-scale multi-view visual identity matching and an event-driven digital twin framework for handmade carpets.

Computer VisionDigital TwinVisual IdentityHandmade Carpets
02 Published article

Between the Knot and the Algorithm

Applications of Artificial Intelligence Across the Value Chain of Iranian Handwoven Carpets

Published in Dastbaf, Issue 6, this Persian-language article examines how artificial intelligence can contribute across the handmade carpet value chain — from documentation and visual analysis to digital commerce, knowledge preservation and cultural heritage.

Original titleمیان گره و الگوریتم: کاربردهای هوش مصنوعی در زنجیره ارزش فرش دستباف ایرانی
Dastbaf · Issue 6 · pp. 21–29
Artificial IntelligenceDigital TransformationHandmade CarpetsCultural Heritage
03 Published article

Can an Algorithm Learn a Knot?

An exploration of AI, tacit craft knowledge, provenance, authenticity, and the limits of translating handmade-carpet expertise into data.

Computer VisionDigital TwinVisual IdentityHandmade Carpets
Public profile

Research identity & reproducibility.

  • ORCIDResearch identity
    0009-0005-8413-2880
  • FocusComputer Vision & Visual Retrieval
    Multi-view identity
  • DomainHandmade Carpets & Cultural Heritage
    Applied research context
Connect

Open to thoughtful conversations, collaborations and new opportunities.

Contact