ArticleScientific data2022
A three-year dataset supporting research on building energy management and occupancy analytics.
Article in Scientific data, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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.
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.
Who cites it
12 citing papers in PubMed.
- ADS Guard: A Generalizable Defense Framework for Adversarially Robust Occupancy Detection in Smart Buildings.Sensors (Basel, Switzerland) · 2026Article
- A reproducible method to generate multi-building, multi-climate HVAC operation datasets with a stochastic exploratory controller.MethodsX · 2026Article
- Artificial intelligence BPNN optimization control strategy in intelligent buildings.Scientific reports · 2026Article
- Design of a new method for occupancy monitoring in smart home care with autonomous mobile robot within Internet of Things.Scientific reports · 2025Article
- Energy consumption and IEQ monitoring in two university apartment buildings: Pre-retrofit dataset.Scientific data · 2025Article
- A twenty-year dataset of hourly energy generation and consumption from district campus building energy systems.Scientific data · 2024Article
- A multi-year campus-level smart meter database.Scientific data · 2024Article
- A two-year dataset of energy, environment, and system operations for an ultra-low energy office building.Scientific data · 2024Article
- Data-driven characterization of cooling needs in a portfolio of co-located commercial buildings.iScience · 2024Article
- A dataset of ambient sensors in a meeting room for activity recognition.Scientific data · 2024Article
- Datasets of a Multizone Office Building under Different HVAC System Operation Scenarios.Scientific data · 2022Article
- A three-year dataset supporting research on building energy management and occupancy analytics.Scientific data · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
Abstract
This paper presents the curation of a monitored dataset from an office building constructed in 2015 in Berkeley, California. The dataset includes whole-building and end-use energy consumption, HVAC system operating conditions, indoor and outdoor environmental parameters, as well as occupant counts. The data were collected during a period of three years from more than 300 sensors and meters on two office floors (each 2,325 m
Identifiers
What OpenQuestion holds
Registered trials
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.