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

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
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

DOORM-AEA: A Multimodal Aesthetics Engineering Platform for Closed-loop Design–Process–Market Decision Making

Li Tong, Tong Tong, Jingyue Tong
Zenodo (CERN European Organization for Nuclear Research)
Color perception and design
preprint

DOORM-AEA: A Multimodal Aesthetics Engineering Platform for Closed-loop Design–Process–Market Decision Making

Li Tong, Tong Tong, Jingyue Tong
preprint en

Abstract

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.

Zenodo (CERN European Organization for Nuclear Research)
Color perception and design
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon