プロフィール詳細

プロジェクトを作成

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Dr. Zi Y.に依頼

United States

Scientific Computing & Optimization Expert | Python, MATLAB, GIS, Control Systems & AI

プロフィール概要

I am a university lecturer and researcher with interdisciplinary experience in scientific computing, optimization, control systems, GIS, spatial data analysis, and AI-based engineering applications. My academic background includes a PhD in Geography, with a strong focus on GIS and spatial analysis, followed by postdoctoral research and subsequent work in control science and engineering. This interdisciplinary background allows me to work comfortably across mathematical modeling, algorithm development, data analysis, simulation, and software implementation. My current research and development work focuses on complex engineering systems, including optimization and scheduling, networked control systems, aerospace transportation systems, UAV-related applications, multimodal transportation, and intelligent perception. I have also worked extensively on spatial-temporal modeling, route and network analysis, resource-constrained optimization, and simulation-based evaluation. My main technical skills include: - Scientific computing and numerical modeling using Python and MATLAB - Mathematical optimization, including MILP, scheduling, routing, and resource allocation - Control-system modeling, simulation, and algorithm development - GIS, spatial analysis, spatial networks, and geospatial data processing - Data analysis, visualization, statistical evaluation, and experiment design - Machine learning and computer vision prototyping - Research-code development, debugging, validation, and reproducibility - Technical writing, scientific reporting, and research methodology design I have authored and co-authored more than 20 academic publications and have extensive experience developing research prototypes, computational experiments, simulation frameworks, and reproducible analysis pipelines. For freelance and consulting projects, I am particularly interested in technically challenging tasks that require more than routine software development. I can help clients translate a complex scientific or engineering problem into a clear mathematical formulation, implement the solution in Python or MATLAB, validate the results, and deliver well-documented code, figures, and technical reports. I value clear communication, reproducibility, and technically defensible results, and I am comfortable working either independently or as part of a research or engineering team.

専門分野

• ★ Mathematical Optimization
• ☆ Aerospace Engineering
• ☆ Astronautics
• ☆ Transportation
• ☆ Industrial Operations Research
• ☆ Data Analysis
• ☆ Computer Simulation/Computational Modeling
• ☆ Data Visualization
• ☆ Artificial Intelligence
• ☆ Geographic Information Systems (GIS)
• ☆ Applied Mathematics
• ☆ Mathematical Control Theory

サービス

• Writing
• Research
• Consulting
• Data & AI
• Product Development

Writing Technical Writing

Research Feasibility Study, Gap Analysis, Scientific and Technical Research, Systematic Literature Review

Consulting Operations Consulting, Scientific and Technical Consulting

Data & AI Predictive Modeling, Statistical Analysis, Image Analysis, Algorithm Design-Non ML, Algorithm Design-ML, Data Visualization

Product Development Product Evaluation, Product Validation, Concept Development, Prototyping

職務経験

Nanjing University of Science and Technology

- 現在

lecturer

NJUST

10月 2020 - 現在

学歴

PhD (Geography)

University of Hong Kong

9月 2012 - 8月 2016

MSc (Geography and Resource Management)

Chinese University of Hong Kong

9月 2011 - 9月 2012

BSc (Remote Sensing and Geographic Information Systems)

Sun Yat-Sen University

9月 2007 - 9月 2011

認定資格

• none

  None

  1月 2026 - 1月 2026

出版物

JOURNAL ARTICLE

Bruce Zi Yang, Becky P.Y Loo(2016). Land use and traffic collisions: A link-attribute analysis using Empirical Bayes method . Accident Analysis & Prevention. 95. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 236--249. Elsevier {BV}

Shenjun Yao, Becky P.Y. Loo, Bruce Zi Yang(2015). Traffic collisions in space: four decades of advancement in applied GIS . Annals of GIS. 22. (1). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 1--14. Informa {UK} Limited