| id |
ecaade2020_501 |
| authors |
La Russa, Federico Mario and Santagati, Cettina |
| year |
2020 |
| title |
From the Cognitive to the Sentient Building - Machine Learning for the preservation of museum collections in historical architecture |
| source |
Werner, L and Koering, D (eds.), Anthropologic: Architecture and Fabrication in the cognitive age - Proceedings of the 38th eCAADe Conference - Volume 2, TU Berlin, Berlin, Germany, 16-18 September 2020, pp. 507-516 |
| doi |
https://doi.org/10.52842/conf.ecaade.2020.2.507
|
| summary |
The aim of this paper is to evaluate the efficacy of the Digital Twin approach to achieving Sentient buildings able to develop preservation and conservation action plans from environmental data. The case study is based on the integration of an H-BIM model with an AI-based Decision Support System implementing Machine Learning techniques for conserving museum collections in historical buildings. |
| keywords |
Digital Twin; Historical Architecture; Artificial Intelligence; Decision Support System; Museum Collections; Preventive Conservation |
| series |
eCAADe |
| email |
|
| full text |
 file.pdf (2,614,715 bytes) |
| references |
Content-type: text/plain
|
Abbas, OM (2017)
 Forecasting with Machine Learning
, International Journal of Computer., 26, pp. 184-194
|
|
|
|
|
Bakar, NA and Tahir, IM (2009)
Applying Multiple Linear Regression and Neural Network to Predict Bank Performance.
, International Business Research, 2, pp. 176-183
|
|
|
|
|
Bien, Z, Bang, WC, Kim, DY and Han, JS (2002)
Machine intelligence quotient: Its measurements and applications
, Fuzzy Sets and Systems, 127(1), pp. 3-16
|
|
|
|
|
Bolton, R, McColl-Kennedy, JR, Cheung, L, Gallan, A, Orsingher, C, Witell, L and Zaki, M (2018)
Customer experience challenges: Bringing together digital, physical and social realms.
, Journal of Service Management, 29(5), p. 776-808
|
|
|
|
|
Brugnaro, G and Hanna, S (2017)
Adaptive Robotic Training Methods for Subtractive Manufacturing
, Proceedings of the 37th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA), pp. 164-169
|
|
|
|
|
Calvano, M, Cirelli, M and Lo Turco, M (2020)
Display the Invisible. Automated Algorithms to Visualize Complex Phenomena
, Proceedings of the 2nd International and Interdisciplinary Conference on Image and Imagination. IMG 2019, Alghero, pp. 936-949
|
|
|
|
|
Clements-Croome, D (2004)
Intelligent Buildings: Design, Management and Operation
, Thomas Telford, London
|
|
|
|
|
Davis, D (2016)
Evaluating Buildings with Computation and Machine Learning.
, Proceedings of the 36th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA), pp. 116-123
|
|
|
|
|
Eck, DJ (2017)
Bootstrapping for multivariate linear regression models.
, Statistics & Probability Letters., 134, pp. 141-149
|
|
|
|
|
Giovannini, EC (2017)
VRIM workflow: semantic H-BIM objects using parametric geometries.
, 3DModeling&BIM. Progettazione, design, proposte per la ricostruzione., Roma, pp. 212-229
|
|
|
|
|
Grieves, M (2019)
Digital Twin: Manufacturing Excellence through Virtual Factory Replication; A White Paper
, LLC, Melbourne
|
|
|
|
|
Kim, J, Zhou, Y, Schiavon, S, Raftery, P and Brager, G (2018)
Personal comfort models: Predicting individuals' thermal preference using occupant heating and cooling behavior and machine learning
, Building and Environment, 129, pp. 96-106
|
|
|
|
|
La Russa, FM (2019)
HS - BIM: Historical Sentient - Building Information Model
, Dn. Building Information Modeling, Data & Semantics, 5, pp. 17-27
|
|
|
|
|
La Russa, FM (2019)
H-BIM and Artificial Intelligence. From the survey to the design of a DSS for villa Zingali - Tetto and the collections of the Museum of Representation.
, Master's Thesis, University of Catania
|
|
|
|
|
Madni, AM, Madni, CC and Lucero, SD (2019)
Leveraging Digital Twin Technology in Model-Based Systems Engineering.
, Systems, 7, p. 7
|
|
|
|
|
Pasini, D, Ventura, SM, Rinaldi, S, Bellagente, P, Flammini, A and Ciribini, ALC (2016)
Exploiting Internet of things and building information modeling framework for management of cognitive buildings
, 2016 IEEE International Smart Cities Conference (ISC2), Trento, pp. 1-6
|
|
|
|
|
Peng, W, Zhang, F and Nagakura, T (2017)
Machines' Perception of Space: Employing 3D Isovist Methods and a Convolutional Neural Network in Architectural Space Classification
, Proceedings of the 37th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA), p. 474-481
|
|
|
|
|
Ploennigs, J and Schumann, A (2017)
From semantic models to cognitive buildings
, Proceedings of 31st AAAI17 Conference on Artificial Intelligence, San Francisco, p. 5105-5106
|
|
|
|
|
Thorndike, EL (1905)
The elements of psychology
, A. G. Seiler, New York
|
|
|
|
|
Tono, A, Tono, H and Zani, A (2019)
Encoded Memory: Artificial Intelligence and Deep Learning in Architecture
, Bolognesi, C and Santagati, C (eds), Impact of Industry 4.0 on Architecture and Cultural Heritage, IGI Global, pp. 283-305
|
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| last changed |
2022/06/07 07:52 |
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