Haozhi Tan

FAQ About Haozhi Tan

• What is Haozhi Tan's address?

  Haozhi Tan is located at
  New Zealand

• What is Haozhi Tan's job title?

  Haozhi Tan is a
  Real-time Structural Health Monitoring Using Machine Learning Algorithm. • Collected hundred terabytes of sensor network data, including meteorological data, environmental data and building movement data. • Cleansed the raw data by detecting and correcting corrupted records using statistical techniques. • Mined and analysed sensor data to improve data quality for further data insights extraction • Wrote python and R codes to create statistical models to analyse the environmental effects on the building dynamic properties. • Utilised and compared unsupervised and supervised machine learning algorithms (MSD, Artificial Neural Network, Decision Tree) to predict if the records are from damaged buildings or undamaged buildings. • Developed a novel unsupervised machine learning algorithm to predict records from the damaged building and achieved more than 20% higher accuracy and 95% less time demand compared to traditional methods in structural health monitoring field and validated using real-world damaged buildings after earthquakes. • Utilised Microsoft Azure to build, train and deploy models. • Evaluated the performance of machine learning models using AUC-ROC curves. • Visualised data analysis results using MATLAB, Python and Tableau. • Achieved automated real-time damage detection of buildings after earthquakes, which assisted post-earthquake response, reduced downtime and saved money for building owners. Blue Barn Consulting Ltd

• What industry does Haozhi Tan currently work in?

  Haozhi Tan currently works in the
  Blue Barn Consulting Ltd

• What is Haozhi Tan's area of expertise?

  Haozhi Tan specializes in
  Real-time Structural Health Monitoring Using Machine Learning Algorithm. • Collected hundred terabytes of sensor network data, including meteorological data, environmental data and building movement data. • Cleansed the raw data by detecting and correcting corrupted records using statistical techniques. • Mined and analysed sensor data to improve data quality for further data insights extraction • Wrote python and R codes to create statistical models to analyse the environmental effects on the building dynamic properties. • Utilised and compared unsupervised and supervised machine learning algorithms (MSD, Artificial Neural Network, Decision Tree) to predict if the records are from damaged buildings or undamaged buildings. • Developed a novel unsupervised machine learning algorithm to predict records from the damaged building and achieved more than 20% higher accuracy and 95% less time demand compared to traditional methods in structural health monitoring field and validated using real-world damaged buildings after earthquakes. • Utilised Microsoft Azure to build, train and deploy models. • Evaluated the performance of machine learning models using AUC-ROC curves. • Visualised data analysis results using MATLAB, Python and Tableau. • Achieved automated real-time damage detection of buildings after earthquakes, which assisted post-earthquake response, reduced downtime and saved money for building owners.

• Which languages does Haozhi Tan speak? 

  Haozhi Tan speaks the following languages:
  No languages available.

• Which industries has Haozhi Tan previously worked in?   

  Haozhi Tan has prior experience in the following industries:
  Blue Barn Consulting Ltd , The University of Auckland

• What is Haozhi Tan’s work experience?  

  Haozhi Tan has the following professional experience:
  Blue Barn Consulting Ltd , The University of Auckland .

• How can I find Haozhi Tan on LinkedIn?  

  You can view Haozhi Tan’s
  LinkedIn profile at LinkedIn URL.

• What are Haozhi Tan’s work email addresses?  

  Haozhi Tan’s work email addresses are
  [email protected] .

• What company does Haozhi Tan work for?  

  Haozhi Tan works at
  Blue Barn Consulting Ltd