DOORM-AEA: A Multimodal Aesthetics Engineering Platform for Closed-loop Design–Process–Market Decision Making
Protocol preprint (v1.0; no measured numbers). We present DOORM-AEA (Aesthetics–Engineering–Analytics), a multimodal aesthetics-engineering platform that unifies pairwise preference learning, process feasibility and cost quantile prediction, conditional market modeling with experimental calibration, and hard-constrained multi-objective decision making (Go/Hold/No-Go, five strategy plans, evidence bundles, P10/P50/P90 risk bounds, mandatory backfill and release gates). Unlike an aesthetic scorer, the deliverable is executable action plus auditable closed loop. This version freezes methods, system architecture, default evaluation gates and ablation protocol; empirical tables will be released as a New version whether positive or negative. Authors: Tong Li, Tong Tong, Tong Jingyue. Files: English and Chinese manuscripts (MD + PDF), reference helper aea_ref.py, LICENSE, CITATION.cff.
Authors
- Li Tong
- Tong Tong (ORCID: https://orcid.org/0009-0007-6563-9525)
- Jingyue Tong
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2026-11-04
- DOI
- https://doi.org/10.5281/zenodo.23939575
- Primary Topic
- Color perception and design
- Type
- preprint