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update descriptions and imgs
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tianalei committed Nov 23, 2024
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3 changes: 2 additions & 1 deletion _bibliography/papers.bib
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Expand Up @@ -8,5 +8,6 @@ @unpublished{lei2025TROVE
langid = {english},
selected={true},
abbr={Manuscript},
preview={traj_visualize.png}
preview={traj_visualize.png},
abstract={Travel Mode Identification (TMI) has emerged as a crucial research topic in intelligent transportation. Accurate TMI automatically identifies travel modes from large-scale GPS trajectory datasets, which is essential for traffic management and travel planning. Conventional methods have improved accuracy by fusing spatial patterns and kinematic attributes at the input level. However, feature-level fusion approaches, which independently extract high-level trajectory features and align these complementary representations for cross-view semantic comprehension, remain underexplored. To address this gap, we propose MVCF-TMI, a novel framework that enhances TMI accuracy and model generalizability by aligning the kinematic and spatial views of GPS data through Multi-View Contrastive learning. Specifically, our framework exploits comprehensive spatial and kinematic characteristics leveraging a multi-view paradigm. Then, to enable better cross-view semantic understanding, we engage an inter-view contrastive loss function, optimizing feature alignment toward more effective view-specific representations within a shared subspace. This technique facilitates feature interaction, enhances feature consistency, and captures complementary information across distinct multi-view trajectory representations. Extensive experiments demonstrate that MVCF-TMI outperforms baseline approaches with a competitive accuracy of 86.45% on the large-scale dataset Geolife, demonstrating our method's ability to learn more discriminative and robust representations for the TMI task. The robust generalization capability of the proposed method was also observed. The MVCF-TMI model, pre-trained using self-supervised and supervised paradigms on the large-scale dataset, was transferred to low-data scenario on the SHL dataset, and demonstrated improved accuracy and robustness in this challenging setting.}
}
2 changes: 1 addition & 1 deletion _config.yml
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Expand Up @@ -53,7 +53,7 @@ socials_in_search: true
bib_search: true

# Dimensions
max_width: 800px
max_width: 1000px

# TODO: add layout settings (single page vs. multi-page)

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18 changes: 17 additions & 1 deletion _includes/projects.liquid
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Expand Up @@ -2,7 +2,11 @@
<!--
<a href="{% if project.redirect %}{{ project.redirect }}{% else %}{{ project.url | relative_url }}{% endif %}">
-->
<a href=""></a>
{% if project.redirect %}
<a href="{{ project.redirect }}">
{% else %}
<a href="">
{% endif %}
<div class="card h-100 hoverable">
{% if project.img %}
{%
Expand All @@ -16,6 +20,18 @@
{% endif %}
<div class="card-body">
<h2 class="card-title" style="font-size:1.2em">{{ project.title }}</h2>

<!-- Add tags as badges -->
{% if project.tags %}
<div class="badges mb-2">
{% assign tag_string = project.tags | join: " " %}
{% assign tags = tag_string | split: ","| where_exp: "item", "item != ''" %}
{% for tag in tags %}
<span class="badge bg-light text-dark">{{ tag }}</span>
{% endfor %}
</div>
{% endif %}

<p class="card-text">{{ project.description }}</p>
<div class="row ml-1 mr-1 p-0">
{% if project.github %}
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18 changes: 17 additions & 1 deletion _includes/projects_horizontal.liquid
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@@ -1,7 +1,11 @@
<div class="col mb-4">
<!-- <a href="{% if project.redirect %}{{ project.redirect }}{% else %}{{ project.url | relative_url }}{% endif %}">
-->
<a href="">
{% if project.redirect %}
<a href="{{ project.redirect }}">
{% else %}
<a href="">
{% endif %}
<div class="card h-100 hoverable">
<div class="row no-gutters">
{% if project.img %}
Expand All @@ -12,6 +16,18 @@
<div class="{% if project.img %}col-md-6{% else %}col-md-12{% endif %}">
<div class="card-body">
<h3 class="card-title" style="font-size:1.2em">{{ project.title }}</h3>

<!-- Add tags as badges -->
{% if project.tags %}
<div class="badges mb-2">
{% assign tag_string = project.tags | join: " " %}
{% assign tags = tag_string | split: ","| where_exp: "item", "item != ''" %}
{% for tag in tags %}
<span class="badge bg-light text-dark">{{ tag }}</span>
{% endfor %}
</div>
{% endif %}

<p class="card-text">{{ project.description }}</p>
<div class="row ml-1 mr-1 p-0">
{% if project.github %}
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2 changes: 1 addition & 1 deletion _pages/about.md
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Expand Up @@ -28,4 +28,4 @@ My research interests include:
- trajectory representation learning
- intelligent transportation systems

I am actively seeking PhD opportunities in related fields starting in Fall 2025.
I am actively seeking PhD or Research Assistant opportunities in related fields.
4 changes: 2 additions & 2 deletions _projects/project_1_5G.md
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@@ -1,9 +1,9 @@
---
layout: page
title: A Localization Approach Based on 5G Cellular Signaling Data and Individual Spatio-temporal Behavior
tags: Python, QGIS, Data Analysis
description: >
#Python, #QGIS
This project addressed the industrial challenge of low accuracy in building-level indoor user positioning using 5G data.
We developed a two-stage approach that significantly improved building-level user positioning accuracy using 5G mobile signal data. The solution combines cellular signal metrics with users' spatio-temporal behavior patterns and building functionalities, effectively addressing the challenge of low-precision 5G MR data for accurate building-user linking.
importance: 1
related_publications: false
img: assets/img/5g_preview.png
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6 changes: 4 additions & 2 deletions _projects/project_2_OGE.md
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@@ -1,10 +1,12 @@
---
layout: page
title: OGE - a Platform for Earth Observation, Spatial Data Processing and Analysis
tags: JAVA, PostgreSQL, Database
description: >
#JAVA, #PostgreSQL
Designed and implemented a PostgreSQL database to store global geospatial vector data, including database schemas, partitioning strategies, and table structures with appropriate fields and attributes.
I designed and implemented a PostgreSQL database to store global geospatial vector data, including database schemas, partitioning strategies, and table structures with appropriate fields and attributes.
importance: 2
related_publications: false
img: assets/img/OGE.png
redirect: http://openge.org.cn/en-US
category: Participant
---
4 changes: 2 additions & 2 deletions _projects/project_3_BSc_Thesis.md
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@@ -1,9 +1,9 @@
---
layout: page
title: A GIS-based Method for Subgrade Compaction Management (BSc. Thesis)
tags: PostgreSQL, PL/pgSQL, WebGIS
description: >
#PL/pgSQL, #PostgreSQL
Developed a dynamic system for tracking and visualizing compaction passes with spatial vector data.
I developed a GIS-based real-time monitoring system that enables dynamic quality assessment of subgrade compaction through spatial analysis of compactor trajectories. The system features an innovative incremental update algorithm that dramatically improved geometric data processing efficiency from minutes to milliseconds, along with a web-based platform for real-time visualization and anomaly detection.
importance: 3
related_publications: false
img: assets/img/compaction_visualize.png
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4 changes: 2 additions & 2 deletions _projects/project_4_Bus.md
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@@ -1,9 +1,9 @@
---
layout: page
title: An Automated Bus Payment System Based on Geo-fencing
tags: JAVA, PostgreSQL, WebGIS
description: >
#JAVA, #PostgreSQL
This system implemented automatic payment for buses to alleviate congestion at the entrance.
We developed an intelligent ticketing system that enables automatic ticket verification through real-time BeiDou positioning and geofencing algorithms, eliminating manual ticket checking at scenic spots. The system features a modular design that ensures reliable performance and seamless tourist experience. I implemented API development for frontend-backend interaction, along with comprehensive database design and development.
importance: 4
related_publications: false
img: assets/img/bus_preview.png
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5 changes: 3 additions & 2 deletions _projects/project_5_RS.md
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@@ -1,9 +1,10 @@
---
layout: page
title: An Agricultural Greenhouse Extraction Method Based on Sentinel-2 Data
tags: Python, PyTorch, Remote Sensing
img: assets/img/greenhouse.png
description: >
#Python, #PyTorch
This method utilized a ResNet34 network pre-trained on ImageNet to achieve high-precision identification of agricultural greenhouses
We proposed a novel approach combining Convolutional Neural Networks (CNN) with transfer learning, utilizing a ResNet34 network pre-trained on ImageNet to achieve high-precision identification of agricultural greenhouses using Sentinel-2 high-resolution imagery.
importance: 5
related_publications: false
category: Participant
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24 changes: 21 additions & 3 deletions _sass/_base.scss
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Expand Up @@ -179,10 +179,14 @@ ul.task-list input[type="checkbox"] {
}

.card-body {
padding: 1.25rem 1.25rem 1.25rem 1.25rem;
padding: 0.2rem 0.8rem 0.8rem 0.8rem;
}
}

p.card-text {
margin-bottom: 0.2rem;
}

// Citation

.citation,
Expand Down Expand Up @@ -654,6 +658,17 @@ footer.sticky-bottom {
}
}

.badges {
.badge {
margin-right: 0.5rem;
padding: 0.4em 0.8em;
font-size: 0.75rem;
font-weight: 600;
border: 1px solid #dee2e6;
color: var(--global-text-color-light) !important;
}
}

// Publications

.publications {
Expand All @@ -668,7 +683,7 @@ footer.sticky-bottom {
}

h2 {
margin-bottom: 1rem;
margin-bottom: 0rem;

span {
font-size: 1.5rem;
Expand Down Expand Up @@ -834,7 +849,10 @@ footer.sticky-bottom {

// Rouge Color Customization
figure.highlight {
margin: 0 0 1rem;
margin: 0 0 0.2rem;
}
figure {
margin: 0 0 0.3rem;
}

pre {
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2 changes: 1 addition & 1 deletion assets/json/resume.json
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Expand Up @@ -5,7 +5,7 @@
"image": "",
"email": "[email protected]",
"phone": "(+86) 18851084890",
"url": "https://luciatl.github.io",
"url": "https://tianalei.github.io",
"summary": "MSc candidate in GIS at Wuhan University, with a passion for research and programming",
"location": {
"address": "G9P7+CP8, Wuchang District",
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