activity
20222024
most citedPretrained Domain-Specific Language Model for General Information Retrieval Tasks in the AEC Domain

120 citations · 273 across the 11 of their papers we have counts for

collaborators

11 papers

cs.CL2024★ 26 cited

QuakeBERT: Accurate Classification of Social Media Texts for Rapid Earthquake Impact Assessment

Jin Han, Zhe Zheng, Xin-Zheng Lu +2

Social media aids disaster response but suffers from noise, hindering accurate impact assessment and decision making for resilient cities, which few studies considered. To address…

cs.CL2023★ 44 cited

A Text Classification-Based Approach for Evaluating and Enhancing the Machine Interpretability of Building Codes

Zhe Zheng, Yu-Cheng Zhou, Ke-Yin Chen +3

Interpreting regulatory documents or building codes into computer-processable formats is essential for the intelligent design and construction of buildings and infrastructures. Alt…

cs.LG2023★ 9 cited

A Multilayer Perceptron-based Fast Sunlight Assessment for the Conceptual Design of Residential Neighborhoods under Chinese Policy

Can Jiang, Xiong Liang, Yu-Cheng Zhou +6

In Chinese building codes, it is required that residential buildings receive a minimum number of hours of natural, direct sunlight on a specified winter day, which represents the w…

cs.AI2023★ 12 cited

Translating Regulatory Clauses into Executable Codes for Building Design Checking via Large Language Model Driven Function Matching and Composing

Zhe Zheng, Jin Han, Ke-Yin Chen +3

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 rule…

cs.AI2023★ 52 cited

Adaptive Control of Resource Flow to Optimize Construction Work and Cash Flow via Online Deep Reinforcement Learning

Can Jiang, Xin Li, Jia-Rui Lin +2

Due to complexity and dynamics of construction work, resource, and cash flows, poor management of them usually leads to time and cost overruns, bankruptcy, even project failure. Ex…

cs.LG2023★ 2 cited

Automatic Design Method of Building Pipeline Layout Based on Deep Reinforcement Learning

Chen Yang, Zhe Zheng, Jia-Rui Lin

The layout design of pipelines is a critical task in the construction industry. Currently, pipeline layout is designed manually by engineers, which is time-consuming and laborious.…

cs.HC2023★ 3 cited

DesignTracking: Track and Replay BIM-based Design Process

Xiang-Rui Ni, Zhe Zheng, Jia-Rui Lin +2

Among different phases of the life cycle of a building or facility, design is of the utmost importance to ensure safety, efficiency and sustainability of the building or facility.…

cs.CL2022★ 4 cited

Earthquake Impact Analysis Based on Text Mining and Social Media Analytics

Zhe Zheng, Hong-Zheng Shi, Yu-Cheng Zhou +2

Earthquakes have a deep impact on wide areas, and emergency rescue operations may benefit from social media information about the scope and extent of the disaster. Therefore, this…

cs.IR2022

Text Mining-Based Patent Analysis for Automated Rule Checking in AEC

Zhe Zheng, Bo-Rui Kang, Qi-Tian Yuan +3

Automated rule checking (ARC), which is expected to promote the efficiency of the compliance checking process in the architecture, engineering, and construction (AEC) industry, is…

cs.RO2022★ 1 cited

Exploiting the Power of Human-Robot Collaboration: Coupling and Scale Effects in Bricklaying

Jia-Rui Lin, Ming-Hui Wu

As an important contributor to GDP growth, the construction industry is suffering from labor shortage due to population ageing, COVID-19 pandemic, and harsh environments. Consideri…

cs.CL2022★ 120 cited

Pretrained Domain-Specific Language Model for General Information Retrieval Tasks in the AEC Domain

Zhe Zheng, Xin-Zheng Lu, Ke-Yin Chen +2

As an essential task for the architecture, engineering, and construction (AEC) industry, information retrieval (IR) from unstructured textual data based on natural language process…