Advanced data analytics for enhancing building performances : from data-driven to big data-driven approaches

Data Preparation Process for the Buildings Performance Database

Walter, Travis

June 2014

The Buildings Performance Database (BPD) includes empirically measured data from a variety of data s...

Querying and reasoning over large scale building data sets:an outline of a performance benchmark

Pauwels, Pieter
Mendes de Farias, T.
Zhang, C.
Roxin, A.
Beetz, J.
De Roo, J.
Nicolle, C.

July 2016

The architectural design and construction domains work on a daily basis with massive amounts of data...

Querying and reasoning over large scale building data sets: an outline of a performance benchmark

Pauwels, Pieter
Mendes de Farias, T.
Zhang, C.
Roxin, A.
Beetz, J.
De Roo, J.
Nicolle, C.

July 2016

The architectural design and construction domains work on a daily basis with massive amounts of data...

Data analytics to improve building performance: a critical review

Burak gunay, H.
Shen, Weiming
Newsham, Guy

November 2018

The data inherent in building automation systems, computerized maintenance management systems, secur...

Big Data and Visual Analytics for Building Performance Comparison

Ioannidis, Dimosthenis
Fotiadou, Angeliki
Krinidis, Stelios
Stavropoulos, George
Tzovaras, Dimitrios
Likothanassis, Spiridon

September 2015

Part 7: New Methods and Tools for Big DataInternational audienceIn this paper, big data and visual a...

Data analytics to improve building performance: A critical review

Gunay, H.B. (H. Burak)
Shen, W. (Weiming)
Newsham, G. (Guy)

January 2019

The data inherent in building automation systems, computerized maintenance management systems, secur...

Data mining based strategies for building performance assessment

Yan, Rui

January 2017

The operation of buildings and building Heating, Ventilation and Air-conditioning (HVAC) systems may...

Big Data Analytics in the Building Industry:

Berger, Michael A.
Mathew, Paul A.
Walter, Travis

July 2016

Catalyzed by recent market, technology, and policy trends, energy data collection in the building in...

Building system performance diagnosis and optimization based on data mining techniques

Xiao, F
Fan, C
Wang, S

January 2014

Buildings are becoming not only energy-intensive, but also information-intensive. Today's building a...

Occupancy driven building performance assessment

Ioannidis, Dimosthenis
Tropios, Pantelis
Krinidis, Stelios
Stavropoulos, George
Tzovaras, Dimitrios
Likothanasis, Spiridon

December 2016

AbstractIn this paper, we focus on the building performance assessment using big data and visual ana...

Leveraging data Across the Building Lifecycle

Deutsch, Randall
Aia,
Leed, A.P.

December 2015

AbstractArchitects, engineers and contractors have been working with data for ages. What is new are ...

Big Data: Performance Analysis of Vendor and Value Creation through Big Data Analytics

November 2015

There has been a dramatic increase in the amount of data generated which is currently measured in ze...

AI-big data analytics for building automation and management systems: a survey, actual challenges and future perspectives

Yassine Himeur (14158821)
Mariam Elnour (14147790)
Fodil Fadli (14147793)
Nader Meskin (14147796)
Ioan Petri (9074591)
Yacine Rezgui (7176740)
Faycal Bensaali (12427401)
Abbes Amira (6952001)

November 2022

In theory, building automation and management systems (BAMSs) can provide all the components and fun...

Big Data Users in Other Fields Abstract More Construction Data in Digital Format Data Rich Applications in Construction Guideline for Using The Big Data Conclusions Characteristics of Big Data (DataStax, 2013) References

January 2013

Construction projects are associated with the collection, processing, and exchange of large amount o...

A novel methodology to explain and evaluate data-driven building energy performance models based on interpretable machine learning

Fan, C
Xiao, F
Yan, C
Liu, C
Li, Z
Wang, J

November 2022

202211 bckwAccepted ManuscriptRGCOthersNational Natural Science Foundation of China; The Natural Sci...

Data Preparation Process for the Buildings Performance Database

Walter, Travis

June 2014

The Buildings Performance Database (BPD) includes empirically measured data from a variety of data s...

Querying and reasoning over large scale building data sets:an outline of a performance benchmark

Pauwels, Pieter
Mendes de Farias, T.
Zhang, C.
Roxin, A.
Beetz, J.
De Roo, J.
Nicolle, C.

July 2016

The architectural design and construction domains work on a daily basis with massive amounts of data...

Querying and reasoning over large scale building data sets: an outline of a performance benchmark

Pauwels, Pieter
Mendes de Farias, T.
Zhang, C.
Roxin, A.
Beetz, J.
De Roo, J.
Nicolle, C.

July 2016

The architectural design and construction domains work on a daily basis with massive amounts of data...

Data analytics to improve building performance: a critical review

Burak gunay, H.
Shen, Weiming
Newsham, Guy

November 2018

The data inherent in building automation systems, computerized maintenance management systems, secur...

Big Data and Visual Analytics for Building Performance Comparison

Ioannidis, Dimosthenis
Fotiadou, Angeliki
Krinidis, Stelios
Stavropoulos, George
Tzovaras, Dimitrios
Likothanassis, Spiridon

September 2015

Part 7: New Methods and Tools for Big DataInternational audienceIn this paper, big data and visual a...

Data analytics to improve building performance: A critical review

Gunay, H.B. (H. Burak)
Shen, W. (Weiming)
Newsham, G. (Guy)

January 2019

The data inherent in building automation systems, computerized maintenance management systems, secur...

Data mining based strategies for building performance assessment

Yan, Rui

January 2017

The operation of buildings and building Heating, Ventilation and Air-conditioning (HVAC) systems may...

Big Data Analytics in the Building Industry:

Berger, Michael A.
Mathew, Paul A.
Walter, Travis

July 2016

Catalyzed by recent market, technology, and policy trends, energy data collection in the building in...

Building system performance diagnosis and optimization based on data mining techniques

Xiao, F
Fan, C
Wang, S

January 2014

Buildings are becoming not only energy-intensive, but also information-intensive. Today's building a...

Occupancy driven building performance assessment

Ioannidis, Dimosthenis
Tropios, Pantelis
Krinidis, Stelios
Stavropoulos, George
Tzovaras, Dimitrios
Likothanasis, Spiridon

December 2016

AbstractIn this paper, we focus on the building performance assessment using big data and visual ana...

Leveraging data Across the Building Lifecycle

Deutsch, Randall
Aia,
Leed, A.P.

December 2015

AbstractArchitects, engineers and contractors have been working with data for ages. What is new are ...

Big Data: Performance Analysis of Vendor and Value Creation through Big Data Analytics

November 2015

There has been a dramatic increase in the amount of data generated which is currently measured in ze...

AI-big data analytics for building automation and management systems: a survey, actual challenges and future perspectives

Yassine Himeur (14158821)
Mariam Elnour (14147790)
Fodil Fadli (14147793)
Nader Meskin (14147796)
Ioan Petri (9074591)
Yacine Rezgui (7176740)
Faycal Bensaali (12427401)
Abbes Amira (6952001)

November 2022

In theory, building automation and management systems (BAMSs) can provide all the components and fun...

Big Data Users in Other Fields Abstract More Construction Data in Digital Format Data Rich Applications in Construction Guideline for Using The Big Data Conclusions Characteristics of Big Data (DataStax, 2013) References

January 2013

Construction projects are associated with the collection, processing, and exchange of large amount o...

A novel methodology to explain and evaluate data-driven building energy performance models based on interpretable machine learning

Fan, C
Xiao, F
Yan, C
Liu, C
Li, Z
Wang, J

November 2022

202211 bckwAccepted ManuscriptRGCOthersNational Natural Science Foundation of China; The Natural Sci...

Data Preparation Process for the Buildings Performance Database

Walter, Travis

June 2014

The Buildings Performance Database (BPD) includes empirically measured data from a variety of data s...

Querying and reasoning over large scale building data sets:an outline of a performance benchmark

Pauwels, Pieter
Mendes de Farias, T.
Zhang, C.
Roxin, A.
Beetz, J.
De Roo, J.
Nicolle, C.

July 2016

The architectural design and construction domains work on a daily basis with massive amounts of data...

Querying and reasoning over large scale building data sets: an outline of a performance benchmark

Pauwels, Pieter
Mendes de Farias, T.
Zhang, C.
Roxin, A.
Beetz, J.
De Roo, J.
Nicolle, C.

July 2016

The architectural design and construction domains work on a daily basis with massive amounts of data...

Advanced data analytics for enhancing building performances : from data-driven to big data-driven approaches

Abstract

Extracted data

Advanced data analytics for enhancing building performances : from data-driven to big data-driven approaches

Abstract

Extracted data

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