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HVAC Air Handling Units: One-year Data from Medium-to-Large Size Academic Building

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Citation Author(s):
Grigore Stamatescu (University Politehnica of Bucharest)
Submitted by:
Grigore Stamatescu
Last updated:
DOI:
10.21227/0kbv-zs06
Data Format:
ZIP(binary txt and csv files)
Links:
Data-Driven Modelling of Smart Building Ventilation Subsystem
6317 views
Categories:
Keywords:
smart building; data-driven modelling; hvac; energy efficiency; user comfort
Average: 5 (1 vote)
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Abstract

The dataset contains measurements taken from four air handling units (AHU) installed in a medium-to-large size academic building. The building is a 7-story, 9000 sqm facility commissioned in 2016 hosting the PRECIS research center. It contains multiple research laboratories, multifunction spaces, meeting rooms, and a large auditorium as well as administrative offices. It is located at 44°2606.0N and 26°0244.0E in a temperate continental climate with hot summers and cold winters. Cooling is handled using on-site electric chillers while heating is provided from a district heating network. For monitoring and control of the various building subsystems, a commercial Building Management System (BMS) software solution from Honeywell is implemented on a central server and used by the facility management staff.

 

We hope the dataset is useful to researchers in building energy efficiency and user comfort in order to develop algorithms that infer and predict control actions, faults, occupancy and usage patterns.

A pre-processing and statistical learning approach on this data is presented and can be referenced below:

 

Grigore Stamatescu, Iulia Stamatescu, Nicoleta Arghira, and Ioana Fagarasan, “Data-Driven Modelling of Smart Building Ventilation Subsystem,” Journal of Sensors, vol. 2019, Article ID 3572019, 14 pages, 2019. https://doi.org/10.1155/2019/3572019.

Instructions:

The zipped file includes time-stamped individual sensor readings for each of the four AHU: AHU1, AHU2, AHU3, AHU5. AHU1 and AHU2 are placed on top of the building and handle ventilation in floors 4-7, mainly research labs. while AHU3 and AHU5 cover the bottom part of the building: administrative, multifunction and technical areas.The sensors for each AHU include exhaust, input and recirculation air temperatures. The data covers the full year 2017, sampled at five minute intervals.

In addition reference external temperature and humidity are provided for AHU1.

Hi 

 

I am PhD student from UTS, Sydney. I am doing reserach on Fault Detection and Diagnosis of HVAC System. I am interested to see your resreach and data. If it is possible, it like to know how to down data. 

 

Thanks 

wunna tun Fri, 04/03/2020 - 01:05 Permalink

Greetings,

 

I am a researcher and in need of HVAC datasets. Would you mind to share your HVAC datasets please. My email is risaldeb@yahoo.com just in case you like to wetransfer the files or let me know the link t access. Thank you.

 

Risalde Baraquiel Sun, 05/24/2020 - 01:00 Permalink
Good day, I'm an MSc. student at Heriot-Watt, aiming to use A.I to predict AHU failure several days before it happens. Would it be possible to share the data with me? If so, please inbox me a download link on my Twitter https://twitter.com/timkofu
Timothy Makobu Tue, 10/20/2020 - 14:36 Permalink
Good Evening, I'am a Master's Degree Student at Politecnico Of Milano, aiming to write a thesis about machine learning based pipeline for modelling of centralized aircon system with particular focus on AHU units. May I ask you to share your dataset with me? If so, please inbox me a download link at my email adress: gianlucagennaro.lorusso@mail.polimi.it Kind regards, Gianluca
Gianluca Genna… Thu, 10/29/2020 - 19:02 Permalink
Greetings, I am a Masters student at University of Bamberg, Germany. I am doing my masters thesis on AHU Fault Detection. Would it be possible to share the dataset please? If so my email address: tanvir-ahmed.siddique@stud.uni-bamberg.de
Tanvir Siddique Wed, 01/06/2021 - 00:13 Permalink
Hi, I'm a Masters student working on anomaly detection. Could you kindly share your data set with me ? My email address is valentine.p3r3ira@gmail.com. Thank you
Valentine Pereira Wed, 03/10/2021 - 19:29 Permalink
Hello Mr. Grigore Stamatescu, My name is Yanan Wang and I am a student in Ostfalia, Germany. I read your article, which is similar to the direction of my graduation project. But I keep getting errors when downloading data. May I ask you to share your dataset with me? my email adress: ya.wang@ostfalia.de Thank you for your help
Yanan Wang Mon, 03/15/2021 - 09:18 Permalink
Dear Mr. Grigore Stamatescu, Hello, my name is Yanan Wang and I am a student in Ostfalia, Germany. I am currently working on a HVAC project. I have tried to download dataset on the web, but it keeps reporting errors and I don’t know why. Would you like to share your data with me. If possible, my email address is ya.wang@ostfalia.de Thank you very much for your help and wish you a happy life.
Yanan Wang Mon, 03/15/2021 - 09:53 Permalink
Hello! I'm a Master student working on anomaly detection in distributed systems. Would it be possible for you to share this data set with me? My email is carlos_cp_santos@hotmail.com. Thank you kindly
Carlos Pinto Wed, 05/12/2021 - 12:02 Permalink
Hello Grigore Stamatescu, I am PhD student from Taiwan. I'm doing research related to machine learning and HVAC. I'm very interested in your data & research, would you mind sharing your HVAC datasets? here is my email elsachn12@gmail.com Thank you in advance.
Elsa Chaerun Nisa Mon, 05/24/2021 - 05:25 Permalink
Hello I am a Masters student at National University of Science and Technology Islamabad, Pakistan. I am doing my Research thesis on HVAC Fault Detection and Fault isolation. Would it be possible to share the dataset please? If so my email address: ibraheemakram007@gmail.com
Ibraheem Akram Fri, 06/25/2021 - 07:47 Permalink
Hello, I'm interested in this dataset. Would you mind sharing the dataset? here is my email elsachn12@gmail.com Thank you so much.
Elsa Chaerun Nisa Tue, 09/28/2021 - 10:18 Permalink
Hello, I am a researcher, doing research on ventilation system energy saving. Would you mind itemizing HVAC data sets? My email address is michaelzheng38@gmail.com, thank you.
michael zheng Mon, 10/11/2021 - 01:54 Permalink
Hi I am PhD student from FCUL, Lisbon. I am doing reserach on Self-Assessment towards Otimization of HVAC System. I am interested to see your resreach and data. Can you share your dataset with me? If so, please inbox me a download link at my email adress: jcsimoes@fc.ul.pt Thanks
Joao Simoes Mon, 10/25/2021 - 14:35 Permalink
Hi I am PhD student from FCUL, Lisbon. I am doing reserach on Fault Detection and Diagnosis of HVAC System. I am interested to see your resreach and data. Can you share your dataset with me? If so please inbox me a download link at my email adress: jcsimoes@fc.ul.pt Thanks
Joao Simoes Mon, 10/25/2021 - 16:00 Permalink
Hi Grigore, I am a PhD student at university of ottawa. I need your dataset for my research. May you please email it to me (aparv007@uottawa.ca). Thanks.
alireza parviz… Fri, 02/18/2022 - 04:52 Permalink
Hello, I am a PhD student at National Technical University of Athens working on Deep Learning and Sustainability. Could you please share your data with me? My email address is sotiriosathanasoulias@mail.ntua.gr . Thank you in advance, Sotirios Athanasoulias
Sotirios Athan… Wed, 05/18/2022 - 08:40 Permalink
Hi, I'm a final Year Mechanical Engineering student from India and would like to use the dataset for educational purposes. Can I please avail the dataset? Thank you ! Email : datesahil@gmail.com
SAHIL DATE Thu, 07/21/2022 - 13:48 Permalink
Hi, My name is Karan Patel and I am a master's student at the University of Alberta I am working on data analysis of HVAC systems. Could you please share the data set with me? My email id is karanpatel1965@gmail.com
Karan Patel Mon, 10/03/2022 - 02:49 Permalink
Greetings, I am a Masters student at University of Sherbrooke, Canada. I am doing my masters thesis on Predictive Analytics. Would it be possible to share the dataset please? If so my email address: ih_mecheri@esi.dz
mecheri hadia Tue, 10/18/2022 - 14:30 Permalink
Greetings, I am a student at IUT de Vannes, France. I am working on a project concerning HVAC data. May I ask you to share your dataset with me ? My email address is : danel.e2102044@etud.univ-ubs.fr Cordially, Loris DANEL
Loris DANEL Mon, 01/23/2023 - 17:48 Permalink
I am a master's student in the field of control，May I ask you to share your dataset with me? If so, please inbox me a download link at my email adress: 987505021@qq.com
Jackson xiu Wed, 03/08/2023 - 01:13 Permalink

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