Research graph
References from Knowledge-Driven reinforcement learning for Prefabricated construction supply Chain Scheduling: A Two-Phase large language model integration framework. Local targets link to admitted publications; unresolved targets remain external evidence.
Artificial intelligence in offsite and modular construction research
10.1016/j.autcon.2025.105994 · 2025 · External reference
Artificial intelligence for production, operations and logistics management in modular construction industry: a systematic literature review
2024 · External reference
BIM and AI Integration for Dynamic Schedule Management: a Practical Framework and Case Study
10.3390/buildings15142451 · 2025 · External reference
An estimated Time of Arrival (ETA) model for achieving Just-in-Time (JIT) modular construction delivery in high-density cities
10.1007/s42524-025-5112-0 · 2025 · External reference
Transportation scheduling for modules used in modular integrated construction
10.1080/00207543.2023.2251602 · 2024 · External reference
Scheduling optimization for production of prefabricated components with parallel work of serial machines
2023 · External reference
Multi-Objective Scheduling Optimization of Prefabricated Components Production using improved NSGA-II
10.3390/buildings15050742 · 2025 · External reference
Construction Scheduling Optimization of Prefabricated buildings under Resource Constraints based on an improved Whale Optimization Algorithm
10.1007/s44196-025-00898-1 · 2025 · External reference
Supply Chain Management for Prefabricated Building Projects in Hong Kong
2020 · External reference
Supply–chain transparency within industrialized construction projects
10.1016/j.compind.2013.12.003 · 2014 · External reference
On- and Off-Site Coordination in a Modular Construction Supply Chain: Domain-Spanning Production Flow Framing and Evaluation
10.1061/jcemd4.coeng-16673 · 2026 · External reference
Offsite production: a model for building down barriers: a European construction industry perspective
10.1108/09699981111098702 · 2011 · External reference
Multi–objective optimization for coordinated production and transportation in prefabricated construction with on–site lifting requirements
10.1016/j.cie.2024.110017 · 2024 · External reference
Key constraints and mitigation strategies for prefabricated prefinished volumetric construction
10.1016/j.jclepro.2018.02.136 · 2018 · External reference
Dual–objective optimization of prefabricated component logistics based on JIT strategy
10.1038/s41598-024-82689-w · 2024 · External reference
Just–in–Time Management of Precast Concrete Components
10.1061/(asce)0733-9364(2001)127:6(494) · 2001 · External reference
Sources of Uncertainties in Offsite Logistics of Modular Construction for High–Rise Building Projects
2021 · External reference
Exploring the risk propagation mechanisms of supply chain for prefabricated building projects
2023 · External reference
Incorporating delay propagation into decision-making for optimizing prefabricated building supply chain networks under uncertainty
2026 · External reference
Optimal logistics planning for modular construction using two–stage stochastic programming
10.1016/j.autcon.2018.05.029 · 2018 · External reference
10.1016/j.rcim.2020.101932
10.1016/j.rcim.2020.101932 · External reference
Resilience–oriented optimization of prefabricated construction supply chain based on improved multi–objective artificial electric field algorithm
2026 · External reference
Influencing factors and improvement strategies of supply chain resilience of prefabricated construction from the perspective of dynamic capabilities: the case of China
10.1108/ecam-09-2023-0956 · 2025 · External reference
How to avoid source disruption of emergency supplies in emergency supply chains: A subsidy perspective
10.1016/j.ijdrr.2024.104303 · 2024 · External reference
A survey of dynamic scheduling in manufacturing systems
10.1007/s10951-008-0090-8 · 2009 · External reference
A review of dynamic scheduling: Context, techniques and prospects, Intell. Syst
2021 · External reference
On reliability of reinforcement learning based production scheduling systems: a comparative survey
10.1007/s10845-022-01915-2 · 2022 · External reference
10.1016/j.jmsy.2025.08.012
10.1016/j.jmsy.2025.08.012 · External reference
Job shop scheduling by Deep Dual–Q Network with Prioritized Experience Replay for resilient production control in flexible manufacturing system
10.1016/j.cor.2025.107190 · 2025 · External reference
PPO-GPR: a custom proximal policy optimization tool for active reinforcement learning
2025 · External reference
Unresolved reference
External reference
A hybrid forecasting model to improve cost prediction accuracy in green building projects with machine learning
10.1108/ecam-09-2024-1247 · 2026 · External reference
Hybrid physics–based and data–driven models for smart manufacturing: modeling, simulation, and explainability
10.1016/j.jmsy.2022.04.004 · 2022 · External reference
Automated construction scheduling using deep reinforcement learning with valid action sampling
10.1016/j.autcon.2024.105622 · 2024 · External reference
Agentic LLMs in the supply chain: towards autonomous multi–agent consensus–seeking
10.1080/00207543.2025.2604311 · 2025 · External reference
10.1115/detc2025-169730
10.1115/detc2025-169730 · External reference
Q&A system for international construction contracts driven by large language model and knowledge graph
2026 · External reference
Applied artificial intelligence for predicting construction projects delay
2021 · External reference
Markov Decision Processes: Discrete Stochastic Dynamic programming
1994 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
Delivery Logistics Dataset (India–Multi-Partner)
2025 · External reference
Physico-mechanical properties of multi-recycled self-compacting concrete prepared with precast concrete rejects
10.1016/j.conbuildmat.2017.07.087 · 2017 · External reference
Bose, an optimization based approach for deployment of roadway incident response vehicles with reliability constraints
10.1016/j.ejor.2008.09.010 · 2009 · External reference
Time series count data models: an empirical application to traffic accidents
10.1016/j.aap.2008.06.011 · 2008 · External reference
Multiple Attribute Decision making: Methods and applications, Springer
1981 · External reference
Unresolved reference
External reference
Retrieval-augmented generation for knowledge-intensive NLP tasks
2020 · External reference
Sentence-BERT, Sentence embeddings using Siamese BERT-networks
2019 · External reference
Power to the people: the role of humans in interactive machine learning
2014 · External reference
Fragile interpersonal relationship in tacit knowledge sharing: How workplace friendship fails under competition and functional similarity
10.1177/10591478251364591 · 2026 · External reference
A mathematical theory of communication
10.1002/j.1538-7305.1948.tb01338.x · 1948 · External reference
Dropout as a Bayesian approximation: Representing model uncertainty in deep learning, in
2016 · External reference
10.22260/isarc2025/0175
10.22260/isarc2025/0175 · External reference
Unresolved reference
External reference
Stable-Baselines3: Reliable reinforcement learning implementations
2021 · External reference
Unresolved reference
External reference
A mathematical theory of communication
10.1002/j.1538-7305.1948.tb01338.x · ExternalCitation · doi-reference
On reliability of reinforcement learning based production scheduling systems: a comparative survey
10.1007/s10845-022-01915-2 · ExternalCitation · doi-reference
A survey of dynamic scheduling in manufacturing systems
10.1007/s10951-008-0090-8 · ExternalCitation · doi-reference
An estimated Time of Arrival (ETA) model for achieving Just-in-Time (JIT) modular construction delivery in high-density cities
10.1007/s42524-025-5112-0 · ExternalCitation · doi-reference
Construction Scheduling Optimization of Prefabricated buildings under Resource Constraints based on an improved Whale Optimization Algorithm
10.1007/s44196-025-00898-1 · ExternalCitation · doi-reference
Time series count data models: an empirical application to traffic accidents
10.1016/j.aap.2008.06.011 · ExternalCitation · doi-reference
Optimal logistics planning for modular construction using two–stage stochastic programming
10.1016/j.autcon.2018.05.029 · ExternalCitation · doi-reference
Automated construction scheduling using deep reinforcement learning with valid action sampling
10.1016/j.autcon.2024.105622 · ExternalCitation · doi-reference
Artificial intelligence in offsite and modular construction research
10.1016/j.autcon.2025.105994 · ExternalCitation · doi-reference
Multi–objective optimization for coordinated production and transportation in prefabricated construction with on–site lifting requirements
10.1016/j.cie.2024.110017 · ExternalCitation · doi-reference
Supply–chain transparency within industrialized construction projects
10.1016/j.compind.2013.12.003 · ExternalCitation · doi-reference
Physico-mechanical properties of multi-recycled self-compacting concrete prepared with precast concrete rejects
10.1016/j.conbuildmat.2017.07.087 · ExternalCitation · doi-reference
Job shop scheduling by Deep Dual–Q Network with Prioritized Experience Replay for resilient production control in flexible manufacturing system
10.1016/j.cor.2025.107190 · ExternalCitation · doi-reference
Bose, an optimization based approach for deployment of roadway incident response vehicles with reliability constraints
10.1016/j.ejor.2008.09.010 · ExternalCitation · doi-reference
How to avoid source disruption of emergency supplies in emergency supply chains: A subsidy perspective
10.1016/j.ijdrr.2024.104303 · ExternalCitation · doi-reference
Key constraints and mitigation strategies for prefabricated prefinished volumetric construction
10.1016/j.jclepro.2018.02.136 · ExternalCitation · doi-reference
Hybrid physics–based and data–driven models for smart manufacturing: modeling, simulation, and explainability
10.1016/j.jmsy.2022.04.004 · ExternalCitation · doi-reference
10.1016/j.jmsy.2025.08.012
10.1016/j.jmsy.2025.08.012 · ExternalCitation · doi-reference
10.1016/j.rcim.2020.101932
10.1016/j.rcim.2020.101932 · ExternalCitation · doi-reference
Random forests
10.1023/a:1010933404324 · ExternalCitation · doi-reference
Dual–objective optimization of prefabricated component logistics based on JIT strategy
10.1038/s41598-024-82689-w · ExternalCitation · doi-reference
Just–in–Time Management of Precast Concrete Components
10.1061/(asce)0733-9364(2001)127:6(494) · ExternalCitation · doi-reference
On- and Off-Site Coordination in a Modular Construction Supply Chain: Domain-Spanning Production Flow Framing and Evaluation
10.1061/jcemd4.coeng-16673 · ExternalCitation · doi-reference
Transportation scheduling for modules used in modular integrated construction
10.1080/00207543.2023.2251602 · ExternalCitation · doi-reference
Agentic LLMs in the supply chain: towards autonomous multi–agent consensus–seeking
10.1080/00207543.2025.2604311 · ExternalCitation · doi-reference
Offsite production: a model for building down barriers: a European construction industry perspective
10.1108/09699981111098702 · ExternalCitation · doi-reference
Influencing factors and improvement strategies of supply chain resilience of prefabricated construction from the perspective of dynamic capabilities: the case of China
10.1108/ecam-09-2023-0956 · ExternalCitation · doi-reference
A hybrid forecasting model to improve cost prediction accuracy in green building projects with machine learning
10.1108/ecam-09-2024-1247 · ExternalCitation · doi-reference
10.1115/detc2025-169730
10.1115/detc2025-169730 · ExternalCitation · doi-reference
Fragile interpersonal relationship in tacit knowledge sharing: How workplace friendship fails under competition and functional similarity
10.1177/10591478251364591 · ExternalCitation · doi-reference
10.22260/isarc2025/0175
10.22260/isarc2025/0175 · ExternalCitation · doi-reference
Multi-Objective Scheduling Optimization of Prefabricated Components Production using improved NSGA-II
10.3390/buildings15050742 · ExternalCitation · doi-reference
BIM and AI Integration for Dynamic Schedule Management: a Practical Framework and Case Study
10.3390/buildings15142451 · ExternalCitation · doi-reference
