Evidence map›Paper›PMID 41908902›Full record

ArticleMethodsX2026

A reproducible method to generate multi-building, multi-climate HVAC operation datasets with a stochastic exploratory controller.

Ferran Aran Domingo, Pablo Fraile Alonso, Josep Rius Torrentó, Oriol Agost Batalla, Ignasi Barri Vilardell, Jordi Vilaplana Mayoral, Jordi Mateo Fornés

Abstract read
In one paragraph

Article in MethodsX, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Ferran Aran DomingoGFT Technologies S.L.U., Parc Agrobiotech Lleida Parc de Gardeny, Turó de Gardeny, Edifici H1 25003 Lleida, Spain.
Pablo Fraile AlonsoGFT Technologies S.L.U., Parc Agrobiotech Lleida Parc de Gardeny, Turó de Gardeny, Edifici H1 25003 Lleida, Spain.
Josep Rius TorrentóGFT Technologies S.L.U., Parc Agrobiotech Lleida Parc de Gardeny, Turó de Gardeny, Edifici H1 25003 Lleida, Spain.
Oriol Agost BatallaGFT Technologies S.L.U., Parc Agrobiotech Lleida Parc de Gardeny, Turó de Gardeny, Edifici H1 25003 Lleida, Spain.
Ignasi Barri VilardellGFT Technologies S.L.U., Parc Agrobiotech Lleida Parc de Gardeny, Turó de Gardeny, Edifici H1 25003 Lleida, Spain.
Jordi Vilaplana MayoralGFT Technologies S.L.U., Parc Agrobiotech Lleida Parc de Gardeny, Turó de Gardeny, Edifici H1 25003 Lleida, Spain.
Jordi Mateo FornésGFT Technologies S.L.U., Parc Agrobiotech Lleida Parc de Gardeny, Turó de Gardeny, Edifici H1 25003 Lleida, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Building control research increasingly requires datasets that are reproducible, controllable, and rich in action-state coverage. We present a method to generate multi-year HVAC operation time series across heterogeneous buildings and climates using open-source building simulation frameworks, which expands control diversity using a deliberately stochastic supervisory controller. The workflow combines EnergyPlus-based simulation via Sinergym for multi-building/multi-climate "source" domains and Modelica-based simulation via BOPTEST for a distinct "target" domain to support transfer-learning evaluation and reproducible comparisons. Alongside the default rule-based controller (RBC), we implement a stochastic exploratory policy that interleaves stochastic drift, ramps, oscillations, jumps, and noisy holds to produce non-routine heating/cooling setpoint trajectories under operational bounds. The method produces standardized 15-minute multivariate time series including indoor temperature, outdoor weather, setpoints, and HVAC power, and releases both the datasets and the full code needed to reproduce or extend them.•Reproducible pipeline combining Sinergym (EnergyPlus) and BOPTEST (Modelica) under a common interface.•Stochastic HVAC supervisor that broadens setpoint distributions beyond standard schedules.•FAIR release of code + datasets to enable evaluation and reproducible comparisons, transfer learning, and robustness studies.

Indexed as

BOPTESTBuilding energy systemsDataset generation methodDigital twinsEnergyPlusExploratory controlHVACModelicaSinergymTransfer learning

Identifiers

PMID41908902
PMCPMC13022626

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.