European Heat Pump Keymark Population Dataset and COP Models for Cold-Climate Building Simulation
欧州ヒートポンプKeymark集団データセットと寒冷地向け建物シミュレーションのCOPモデル (AI 翻訳)
Võsa, Karl-Villem, Simson, Raimo, Mikola, Alo, Kurnitski, Jarek
🤖 gxceed AI 要約
日本語
欧州ヒートポンプKeymark認証データを基に、空気熱源ヒートポンプの集団COPモデルを構築し、寒冷地(エストニア)の建築シミュレーション用データセットを提供。5万点以上のテストデータから混合効果モデルを導出し、EN 14825準拠のSCOP検証も実施。オープンデータとコードで再現性を確保。
English
This work presents a population dataset of European Heat Pump KEYMARK certifications for air-to-water heat pumps, including deduplicated test data, mixed-effects COP models, and climate-adapted building archetype load profiles for cold-climate simulation. It provides validation of EN 14825 SCOP calculations and standalone Python code for dynamic building energy simulation. The data and models support energy efficiency analysis and heat pump deployment in cold regions.
Unofficial AI-generated summary based on the public title and abstract. Not an official translation.
📝 gxceed 編集解説 — Why this matters
日本のGX文脈において
日本ではヒートポンプ給湯機・暖房の普及が進んでいるが、寒冷地(北海道等)での性能評価に資するデータが不足。本データセットは欧州基準だが、日本の寒冷地対策やSSBJのエネルギー開示(Scope 2削減)にも応用可能。
In the global GX context
With global push for heat pump deployment to decarbonize buildings, this open dataset provides empirically-grounded COP models for cold climates, supporting more accurate building energy simulations. It can inform energy efficiency policies, building standards, and utility planning internationally.
👥 読者別の含意
🔬研究者:Provides a validated population COP model and open data for building energy simulation research, especially in cold climates.
🏢実務担当者:Use the COP models and datasets to improve heat pump performance projections and sizing for cold-climate building projects.
🏛政策担当者:Demonstrates the value of certification data transparency and could inform cold-climate heat pump incentive programs.
📄 Abstract(原文)
A statistical-population treatment of the European Heat Pump KEYMARK certification corpus for air-to-water heat pumps: deduplicated test-point data, population-scale EN 14825 SCOP validation, mixed-effects population COP models with per-product uncertainty, Estonian climate-transfer data, building archetype load profiles, and standalone conversion code for dynamic building energy simulation. Contents models/ — Mixed-effects population COP models of the Log+InvSqrt form COP = β₂ + β₀·ln(ΔT) + β₁/√ΔT, with per-product random effects. All-climate variant (53,551 EN 14825 test points, 3,395 heat-pump groups: β₀ = −1.8528, β₁ = +18.0463, β₂ = +7.2602) and cold-only variant (11,397 Colder-zone points, 979 groups: β₀ = −2.5819, β₁ = +6.6052, β₂ = +11.7252), plus functional-form comparison tables. scop_validation/ — Batch EN 14825 bin-method SCOP recalculation for 26,478 valid configuration×climate×supply-temperature rows (declared vs recalculated SCOP and deviations); implementation validated against the EN 14825:2018 Annex H reference example (3.60 vs 3.61). training_data/ — The 53,551 deduplicated EN 14825 part-load test points (COP vs temperature lift, with supply temperature, climate zone, and group identifiers) used for model training. climate/ — Estonian test reference year (1990–2020) heating-season hours mapped to 1 °C bins alongside the EN 14825 Colder template, with part-load factors and population COP per bin; population SCOP shape factors under both climates. archetypes/ — Synthetic hourly space-heating and DHW load profiles for two Estonian single-family-house archetypes (pre-retrofit and nZEB), with parameter manifests. code/ — Standalone Python implementations of the EN 14825 bin-method SCOP calculator and the four-step SCOP→hourly-COP conversion (heating curve → population COP shape → α-rescaling → capacity-aware piecewise operation) for dynamic building simulation. extended_results/ — Extended tables and figures with additional population statistics (joint SH+DHW cohort, random-effects covariance, DHW statistics, TRY bin redistribution, model-form comparison, data-quality screens). Provenance and rights. All quantities are derived from the publicly available Heat Pump KEYMARK certification database ( https://keymark.eu/ , accessed 18 March 2026). The deposit is not a verbatim copy of that registry: it contains the authors’ deduplicated, harmonised, quality-screened, and computed compilation in the authors’ own structure. Declared certificate values embedded in the derived tables are factual technical data published by the certification scheme for market transparency; any database rights of the scheme owner in the original registry are unaffected by this deposit. Licensing. Derived data (CSV/JSON): CC BY 4.0, applying to the authors’ compilation, structure, and computed content. Code ( code/ ): MIT License. Funding. Estonian Research Council grant PRG2154; Estonian Centre of Excellence in Energy Efficiency, ENER (grant TK230), funded by the Estonian Ministry of Education and Research; research infrastructure “Energy efficiency and renewable energy research infrastructure” (TARISTU24-TK12). A peer-reviewed journal article by the authors describes the methodology and findings in detail; its reference will be linked in this record once available. Please cite this deposit via its DOI.
🔗 Provenance — このレコードを発見したソース
- Zenodo https://zenodo.org/records/20627397first seen 2026-06-11 04:33:21
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