Machine learning in architecture: An overview of existing tools

I Vukorep, A Kotov - The Routledge Companion to Artificial …, 2021 - taylorfrancis.com
Computational architectural design and analysis methods together with machine learning
(ML) tools are filling a narrow niche commonly used by architects with affiliation to software …

Semantic pattern-based retrieval of architectural floor plans with case-based and graph-based searching techniques and their evaluation and visualization

QU Sabri, J Bayer, V Ayzenshtadt… - … Conference on Pattern …, 2017 - scitepress.org
Until today, for the conceptual design of architectural floor plans, architects widely follow the
traditional pen and paper based method to draw the conceptual floor plans, and retrieve the …

[PDF][PDF] Thinking With Containers: A Multi-Agent Retrieval Approach for the Case-Based Semantic Search of Architectural Designs.

V Ayzenshtadt, C Langenhan, SS Bukhari, KD Althoff… - ICAART (1), 2016 - scitepress.org
To provide the retrieval of information, that can be considered useful during the design
conceptualization process, with advantages of distributed artificial knowledge, an approach …

Explainable distributed case-based support systems: Patterns for enhancement and validation of design recommendations

V Eisenstadt, C Espinoza-Stapelfeld, A Mikyas… - … Conference on Case …, 2018 - Springer
This paper addresses the issues of explainability of case-based support systems,
particularly structural CBR systems dominated by knowledge-rich comprehensive cases and …

Comparative evaluation of rule-based and case-based retrieval coordination for search of architectural building designs

V Ayzenshtadt, C Langenhan, J Roith… - Case-Based Reasoning …, 2016 - Springer
To support the early conceptualization phase in architecture with computer-aided solutions,
in particular, with retrieval systems that can find similarly structured building designs in …

[PDF][PDF] Multi-Agent-Based Generation of Explanations for Retrieval Results Within a Case-Based Support Framework for Architectural Design.

V Ayzenshtadt, C Espinoza-Stapelfeld, C Langenhan… - ICAART (1), 2018 - scitepress.org
In this paper, we describe the general structure and evaluation of a multi-agent based
system module that was conceptualized to explain, and therefore, enrich the search results …

Extending the flexibility of case-based design support tools: A use case in the architectural domain

V Ayzenshtadt, C Langenhan, S Bukhari… - Case-Based Reasoning …, 2017 - Springer
This paper presents results of a user study into extending the functionality of an existing
case-based search engine for similar architectural designs to a flexible process-oriented …

[BOK][B] Datenmanagement in der Architektur

C Langenhan - 2017 - mediatum.ub.tum.de
Im Folgenden werden Entwurfsstrategien für das Verständnis des Entwurfsprozesses und
Erläuterungen der speziellen Anforderungen der Vorentwurfs-, Entwurfs-und Konzeptphase …

Supporting Architectural Design Process with FLEA: A Distributed AI Methodology for Retrieval, Suggestion, Adaptation, and Explanation of Room Configurations

V Eisenstadt, C Lanhgenhan, KD Althoff - … , Republic of Korea, June 26–28 …, 2019 - Springer
The artificial intelligence methods, such as case-based reasoning and artificial neural
networks were already applied to the task of architectural design support in a multitude of …

[PDF][PDF] What Is the Next Step? Supporting Architectural Room Configuration Process with Case-Based Reasoning and Recurrent Neural Networks.

V Eisenstadt, KD Althoff - FLAIRS, 2019 - cdn.aaai.org
This paper presents the first results of the research into AI-based support of the room
configuration process during the early design phases in architecture. Room configuration …