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A growing demand for handling uncertainties and risks in performance-driven building design decision-making has challenged conventional design methods. Thus, researchers in this field lean towards viable alternatives to using deterministic…

Numerical Analysis · Mathematics 2021-09-20 Fatemeh Shahsavari , Jeffrey D. Hart , Wei Yan

Constraint Logic Programming (CLP) is a language scheme for combining two declarative paradigms: constraint solving and logic programming. Concurrent Constraint Programming (CCP) is a declarative model for concurrency where agents interact…

Logic in Computer Science · Computer Science 2018-12-03 Moreno Falaschi , Carlos Olarte

Constraint programming (CP) is a crucial technology for solving real-world constraint optimization problems (COPs), with the advantages of rich modeling semantics and high solving efficiency. Using large language models (LLMs) to generate…

Artificial Intelligence · Computer Science 2026-01-13 Weichun Shi , Minghao Liu , Wanting Zhang , Langchen Shi , Fuqi Jia , Feifei Ma , Jian Zhang

In this paper, we investigate the constraint typology of mixed-integer linear programming MILP formulations. MILP is a commonly used mathematical programming technique for modelling and solving real-life scheduling, routing, planning,…

Artificial Intelligence · Computer Science 2021-03-02 Vicky Mak-Hau , John Yearwood , William Moran

When deploying LLMs in agentic architectures requiring real-time decisions under temporal constraints, we assume they reliably determine whether action windows remain open or have closed. This assumption is untested. We characterize…

Computation and Language · Computer Science 2025-11-17 Javier Marín

Translating clauses into executable code is a vital stage of automated rule checking (ARC) and is essential for effective building design compliance checking, particularly for rules with implicit properties or complex logic requiring domain…

Artificial Intelligence · Computer Science 2025-10-23 Zhe Zheng , Jin Han , Ke-Yin Chen , Xin-Yu Cao , Xin-Zheng Lu , Jia-Rui Lin

BIM models provide structured representations of building geometry, semantics, and topology, yet extracting specific information from them remains remarkably difficult. Current approaches translate natural language into structured queries…

Computation and Language · Computer Science 2026-05-05 Sylvain Hellin , Suhyung Jang , Stefan Fuchs , Stavros Nousias , André Borrmann

To address the increasing size and complexity of modern software systems, compositional verification separates the verification of single components from the verification of their composition. In architecture-based verification, the former…

Software Engineering · Computer Science 2019-07-11 Diego Marmsoler , Genc Blakqori

Buildings Automation Systems (BAS) are ubiquitous in contemporary buildings, both monitoring building conditions and managing the building system control points. At present, these controls are prescriptive and pre-determined by the design…

Networking and Internet Architecture · Computer Science 2022-08-26 Caroline Quinn , Ali Zargar Shabestari , Marin Litoiu , J. J. McArthur

One of the long-standing goals in optimisation and constraint programming is to describe a problem in natural language and automatically obtain an executable, efficient model. Large language models appear to bring this vision closer,…

Artificial Intelligence · Computer Science 2025-11-20 Alessio Pellegrino , Jacopo Mauro

The Architecture, Engineering, Construction, and Facility Management (AEC/FM) industry deals with the design, construction, and operation of complex buildings. Today, Building Information Modeling (BIM) is used to represent information…

Human-Computer Interaction · Computer Science 2023-06-22 Enes Yigitbas , Alexander Nowosad , Gregor Engels

Legacy Building Information Modelling (BIM) systems are not designed to process the high-volume, high-velocity data emitted by in-building Internet-of-Things (IoT) sensors. Historical lack of consideration for the real-time nature of such…

Human-Computer Interaction · Computer Science 2021-03-09 Justas Brazauskas , Rohit Verma , Vadim Safronov , Matthew Danish , Jorge Merino , Xiang Xie , Ian Lewis , Richard Mortier

The holistic management of a building requires data from heterogeneous sources such as building management systems (BMS), Internet-of-Things (IoT) sensor networks, and building information models. Data interoperability is a key component to…

Systems and Control · Electrical Eng. & Systems 2025-09-18 Filippo Vittori , Chuan Fu Tan , Anna Laura Pisello , Adrian Chong , Clayton Miller

Building Information Modeling (BIM) is widely used in the Architecture, Engineering, and Construction (AEC) industry, but the complexity of Industry Foundation Classes (IFC) limits accessibility for non-expert users. To address this, we…

Computation and Language · Computer Science 2026-05-14 Rabindra Lamsal , Sisi Zlatanova , Haowen Xu , Yafei Sun , Johnson Xuesong Shen

Processing-in-Memory (PIM) has emerged as a promising computing paradigm to address the memory wall and the fundamental bottleneck of the von Neumann architecture by reducing costly data movement between memory and processing units. As with…

Hardware Architecture · Computer Science 2025-12-02 Mahdi Aghaei , Saba Ebrahimi , Mohammad Saleh Arafati , Elham Cheshmikhani , Dara Rahmati , Saeid Gorgin , Jungrae Kim

This paper describes the use of the Levels of Conceptual Interoperability Model (LCIM) as a framework for conceptual modeling and its descriptive and prescriptive uses. LCIM is applied to show its potential and shortcomings in the current…

Software Engineering · Computer Science 2009-08-04 Wenguang WANG , Andreas TOLK , Weiping WANG

Artificial intelligence in construction increasingly depends on structured representations such as Building Information Models and knowledge graphs, yet early-stage building designs are predominantly created as flexible…

Computation · Statistics 2026-01-26 Jun Xiao , Qiong Wang , Yihui Li , Zhexuan Yu , Hao Zhou , Borong Lin

Bringing generative AI into the architecture, engineering and construction (AEC) field requires systems that can translate natural language instructions into actions on standardized data models. We present MCP4IFC, a comprehensive…

Simultaneous Localization and Mapping (SLAM) is a key tool for monitoring construction sites, where aligning the evolving as-built state with the as-planned design enables early error detection and reduces costly rework. LiDAR-based SLAM…

Production LLM systems increasingly require machine-readable outputs: JSON objects, typed traces, regex-constrained fields, and tool-call schemas. This paper targets on-device and low-cost small language model (SLM) deployments, where…

Machine Learning · Computer Science 2026-05-27 Jaideep Ray