Tianjie Zhang
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View article: Transformer–CNN Hybrid Framework for Pavement Pothole Segmentation
Transformer–CNN Hybrid Framework for Pavement Pothole Segmentation Open
Pavement surface defects such as potholes pose significant safety risks and accelerate infrastructure deterioration. Accurate and automated detection of such defects requires both advanced sensing technologies and robust deep learning mode…
View article: Physics informed neural network with multiple subnetworks for predicting rheological behavior of cementitious materials
Physics informed neural network with multiple subnetworks for predicting rheological behavior of cementitious materials Open
Traditional Physics-Informed Neural Networks (PINNs) utilize a fully-connected architecture, causing shared parameters among outputs and subsequent accuracy degradation. We proposed a MultiSubPINN model to address this by deploying indepen…
View article: Architectural influence on narrative content in cultural heritage projection mapping
Architectural influence on narrative content in cultural heritage projection mapping Open
View article: Longitudinal Imaging of Experimental Intracerebral Hemorrhage Pathology with Iodine-enhanced Micro-CT
Longitudinal Imaging of Experimental Intracerebral Hemorrhage Pathology with Iodine-enhanced Micro-CT Open
Background Iodine-enhanced micro-computed tomography (Micro-CT) enables high-resolution three-dimensional imaging of brain architecture. This study aimed to characterize both acute and chronic pathological changes following intracerebral h…
View article: Spatio‐Temporal Disparity in the Inequality and Determinants of Disability‐Related Multiple Deprivation between 2010 and 2020 in Tianjin Municipality, China
Spatio‐Temporal Disparity in the Inequality and Determinants of Disability‐Related Multiple Deprivation between 2010 and 2020 in Tianjin Municipality, China Open
Inclusive development in the Global South encounters challenges from a growing disability and development gap amid increasing education, employment and social participation, accompanied by higher expectations and resource consumption. This…
View article: A Navier–Stokes-Informed Neural Network for Simulating the Flow Behavior of Flowable Cement Paste in 3D Concrete Printing
A Navier–Stokes-Informed Neural Network for Simulating the Flow Behavior of Flowable Cement Paste in 3D Concrete Printing Open
In this work, we propose a Navier–Stokes-Informed Neural Network (NSINN) as a surrogate approach to predict the localized flow behavior of cementitious materials for advancing 3D additive construction technology to gain fundamental insight…
View article: Metabolites and coronary heart disease: A two sample Mendelian randomization
Metabolites and coronary heart disease: A two sample Mendelian randomization Open
Our MR analysis demonstrated a protective effect of Phospholipids in medium HDL, and a potentially anti-protective effect of Free cholesterol in large LDL, Total cholesterol in medium LDL, Total cholesterol in LDL, Phospholipids in medium …
View article: LSTM+MA: A Time-Series Model for Predicting Pavement IRI
LSTM+MA: A Time-Series Model for Predicting Pavement IRI Open
The accurate prediction of pavement performance is essential for transportation administration or management to appropriately allocate resources road maintenance and upkeep. The international roughness index (IRI) is one of the most common…
View article: Quality and Accessibility of Urban Parks from a Child -Friendly Perspective: A Case Study of Preschool Children in Barcelona
Quality and Accessibility of Urban Parks from a Child -Friendly Perspective: A Case Study of Preschool Children in Barcelona Open
View article: Cribriform Plate Lymphatics Bear Rapid Erythrocyte Clearance after Experimental Intracerebral Hemorrhage
Cribriform Plate Lymphatics Bear Rapid Erythrocyte Clearance after Experimental Intracerebral Hemorrhage Open
View article: Exosomal Non-Coding RNAs in Pancreatic Cancer: From Mechanisms to Clinical Applications
Exosomal Non-Coding RNAs in Pancreatic Cancer: From Mechanisms to Clinical Applications Open
Pancreatic cancer (PC) is an extremely aggressive cancer of the digestive system with insidious onset and the lack of effective biomarkers, resulting in late-stage diagnosis and poor prognosis. Exosomal non-coding RNAs (ncRNAs) are key med…
View article: Wind turbine gearbox bearings fault detection based on TCN-Attention-MTBO
Wind turbine gearbox bearings fault detection based on TCN-Attention-MTBO Open
In recent years, the new wind turbine gearbox, as the key to promoting wind power generation technology, is regarded as the future direction to alleviate the energy crisis, so the detection of gearbox-bearing faults has become a research h…
View article: A Dynamic Spatiotemporal Understanding of Changes in Social Vulnerability to Wildfires at Local Scale
A Dynamic Spatiotemporal Understanding of Changes in Social Vulnerability to Wildfires at Local Scale Open
Research on wildfires and social vulnerability has gained significant importance due to the increasing frequency and severity of wildfires around the world. This study investigates the dynamic changes in social vulnerability to wildfires o…
View article: 3D Concrete Printing Material Prediction and Flow Simulation Using Physics-Informed Neural Network
3D Concrete Printing Material Prediction and Flow Simulation Using Physics-Informed Neural Network Open
3D concrete printing (3DCP) is an innovative construction method that extrudes cementitious materials layer-by-layer to fabricate building components based on a digital model. 3DCP has gained increasing adoption globally for projects like …
View article: PINN-CHK: physics-informed neural network for high-fidelity prediction of early-age cement hydration kinetics
PINN-CHK: physics-informed neural network for high-fidelity prediction of early-age cement hydration kinetics Open
Cement hydration kinetics, characterized by heat generation in early-age concrete, poses a modeling challenge. This work proposes a physics-informed neural network (PINN) named PINN-CHK designed for cement hydration kinetics, to predict ea…
View article: Choroid plexus immune cell response in murine hydrocephalus induced by intraventricular hemorrhage
Choroid plexus immune cell response in murine hydrocephalus induced by intraventricular hemorrhage Open
Background Intraventricular hemorrhage (IVH) and associated hydrocephalus are significant complications of intracerebral and subarachnoid hemorrhage. Despite proximity to IVH, the immune cell response at the choroid plexus (ChP) has been r…
View article: Empirical analysis of the development relationship between Shanghai shipping industry and primary industry based on VAR model
Empirical analysis of the development relationship between Shanghai shipping industry and primary industry based on VAR model Open
This study employs the Vector Autoregression (VAR) model to conduct an in-depth empirical analysis of the dynamic relationship between Shanghai’s shipping industry and the development of the primary sector from 2002 to 2022. The findings r…
View article: PINN-CHK: Physics-informed neural network for high-fidelity prediction of early-age cement hydration kinetics
PINN-CHK: Physics-informed neural network for high-fidelity prediction of early-age cement hydration kinetics Open
Cement hydration kinetics, characterized by heat generation in early concrete stages, poses a modeling challenge. This study introduces the Physics-Informed Neural Network for Cement Hydration Kinetics (PINN-CHK) to investigate early-age t…
View article: Machine learning-enabled regional multi-hazards risk assessment considering social vulnerability
Machine learning-enabled regional multi-hazards risk assessment considering social vulnerability Open
The regional multi-hazards risk assessment poses difficulties due to data access challenges, and the potential interactions between multi-hazards and social vulnerability. For better natural hazards risk perception and preparedness, it is …
View article: Credit default prediction of Chinese real estate listed companies based on explainable machine learning
Credit default prediction of Chinese real estate listed companies based on explainable machine learning Open
It is essential to accurately forecast the credit default of real estate businesses and provide interpretable analysis. The intrinsic interpretable glass-box model and the post-hoc black-box model are used to predict and explain the credit…
View article: Examining the impact of spatial accessibility to rehabilitation facilities on the degree of disability: A heterogeneity perspective
Examining the impact of spatial accessibility to rehabilitation facilities on the degree of disability: A heterogeneity perspective Open
The positive effect of healthcare facilities on residents' health has been extensively studied. However, few studies have focused on the role of rehabilitation services as unique healthcare services for persons with disabilities. This stud…
View article: Accessibility of Elderly Care Facilities Based on Social Stratification: A Case Study in Tianjin, China
Accessibility of Elderly Care Facilities Based on Social Stratification: A Case Study in Tianjin, China Open
With the increasingly prominent phenomenon of social stratification in urban development, it is of practical significance to study the accessibility of elderly care facilities for different social groups. The study improves the mathematica…
View article: Peripheral monocyte count is associated with hematoma clearance after intracerebral hemorrhage: a multicenter retrospective study
Peripheral monocyte count is associated with hematoma clearance after intracerebral hemorrhage: a multicenter retrospective study Open
Background Promoting hematoma clearance after intracerebral hemorrhage (ICH) can reduce secondary brain injury. However, factors influencing hematoma resolution remain unclear. We aimed to explore the factors influence hematoma clearance a…
View article: The prognostic value of the Charlson comorbidity index in aged patients with intracerebral hemorrhage
The prognostic value of the Charlson comorbidity index in aged patients with intracerebral hemorrhage Open
View article: Concurrent AtC Multiscale Modeling of Material Coupled Thermo-Mechanical Behaviors: A Review
Concurrent AtC Multiscale Modeling of Material Coupled Thermo-Mechanical Behaviors: A Review Open
Advances in the field of processing and characterization of material behaviors are driving innovations in materials design at a nanoscale. Thus, it is demanding to develop physics-based computational methods that can advance the understand…
View article: Spatial disparity and structural inequality in disability patterns across Tianjin municipality: A multiple deprivation perspective
Spatial disparity and structural inequality in disability patterns across Tianjin municipality: A multiple deprivation perspective Open
Reducing the spatial disparities and structural inequalities faced by disabled people is a global challenge in both developed and developing countries that requires an understanding of disability-driven deprivation. This study aims to deve…
View article: What causes the spatiotemporal disparities in greenway use intensity? evidence from the central urban area of Beijing, China
What causes the spatiotemporal disparities in greenway use intensity? evidence from the central urban area of Beijing, China Open
The reasonable layout of green sports space has positive significance for promoting residents’ outdoor sports. Existing studies rarely use large-scale trajectory data to analyze urban greenway physical activity; they mostly use on-site res…
View article: “Atypical” Mild Clinical Presentation in Elderly Patients With Ruptured Intracranial Aneurysm: Causes and Clinical Characteristics
“Atypical” Mild Clinical Presentation in Elderly Patients With Ruptured Intracranial Aneurysm: Causes and Clinical Characteristics Open
Objective Thunderclap-like severe headache or consciousness disturbance is the common “typical” clinical presentation after aneurysmal subarachnoid hemorrhage (aSAH); however, a slowly developing “atypical” clinical pattern, with mild head…
View article: Single-Cell RNA Sequencing Reveals the Pathogenic Relevance of Intracranial Atherosclerosis in Blood Blister-Like Aneurysms
Single-Cell RNA Sequencing Reveals the Pathogenic Relevance of Intracranial Atherosclerosis in Blood Blister-Like Aneurysms Open
Background Intracranial non-branching site blood blister-like aneurysms (BBA) are extremely rare and vicious. Their etiology remains elusive, and no molecular study has been carried out to reveal its pathogenic relevance to intracranial at…
View article: The 1st Data Science for Pavements Challenge
The 1st Data Science for Pavements Challenge Open
The Data Science for Pavement Challenge (DSPC) seeks to accelerate the research and development of automated vision systems for pavement condition monitoring and evaluation by providing a platform with benchmarked datasets and codes for te…