95% conformal prediction interval (global, n=21 calibration): 4,310,830 – 18,256,083 tCO₂. Restricted to steel-BF/BOF stratum: 7,454,784 – 10,556,827 tCO₂ (subject to small-n undercoverage).
Audit-grade per-asset İsdemir Scope 1 (line item: "Kapsam 1 (ton COeq) 10.663.364")
iz-1 is a 2-layer browser-resident MLP with WebGPU-accelerated LoRA-shaped weights, trained on TR-MRV-Bench v0 (59 Turkish CBAM-scope facilities; 21 audit-grade Scope 1 labels with operator-PDF citations). Inputs: nameplate capacity, geo-coordinates, sector + steel route one-hot, Climate-TRACE-derived capacity factor and activity, operator-disclosed capacity factor (non-leaky in LODO), and Sentinel-5P NO₂ activity proxy. Evaluation: stratified leave-one-disclosure-out with 5 outer × 3 inner = 15 seeds per held-out facility. Headline: median 87% reduction in log-MAE vs. EU CBAM default; closed-form formula (capacity × route-EF × cf) reaches the same headline within statistical noise. Independent satellite cross-check (Beirle et al. 2023, ESSD): colocated TROPOMI NOx source within 5.5 km, flux 0.572 ± 0.164 kg NOx/s.
TR-MRV-Bench v0 is Apache-2.0 licensed. The benchmark, methodology, and per-facility data are public at
github.com/abgnydn/iz and iz-b0n.pages.dev.
Cite: Günaydın (2026), "TR-MRV-Bench: a public per-facility emissions benchmark for Turkish CBAM-scope
industry, with a physics baseline that beats the EU CBAM default by 87%."