01 / RESEARCH

Research

Applied research shapes how we approach practical technology problems. Explore selected work by JTA Software’s founder across forecasting, geospatial intelligence, optimisation, cybersecurity and machine learning.

Publications by Janhavi Ajay Talhar, founder of JTA Software. These are independent academic papers, not company publications.

01 / PAPER2022

ECS Transactions

Time Series Analysis and Forecasting of Precipitation (Rainfall) Data

A comparative forecasting study using statistical analysis, SARIMAX and LSTM-based deep learning for precipitation data.

  • Time Series
  • Forecasting
  • LSTM
  • Climate Data
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02 / PAPER2024

Sustainable Computing: Informatics and Systems

Mining of Heterogeneous Time Series Information for Predicting Chlorophyll Accumulation in Oceans

Machine-learning analysis of heterogeneous temporal and geospatial information for predicting chlorophyll accumulation from ocean and satellite-derived data.

  • Geospatial AI
  • Remote Sensing
  • Time Series
  • Machine Learning
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03 / PAPER2022

ISSRD International Conference Proceedings

A Novel Method to Optimize Travel in Times of Pandemic Situations Similar to COVID

An optimisation approach for identifying travel routes with a lower threat index using pandemic indicators such as active cases, vaccination levels and deaths.

  • Optimisation
  • Routing
  • Machine Learning
  • Decision Support
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04 / PAPER2022

International Journal of Scientific Engineering and Applied Science

Information Security Analysis of VIT Vellore University

A university-level information-security audit examining network security, organisational practices and areas for risk reduction.

  • Cybersecurity
  • Security Audit
  • Risk Analysis
  • NIST
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05 / PAPER2023

International Journal of All Research Education & Scientific Methods

Car Transportation System Using Machine Learning

A machine-learning study of employee transportation preferences and the variables that influence whether commuters choose a car.

  • Machine Learning
  • Classification
  • Mobility
  • Predictive Analytics
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06 / PAPER2024

FMDB Transactions on Sustainable Computing Systems

Advanced Intelligent Systems for Quantitative Analysis of Crop Production and Efficiency in Maharashtra

A quantitative study of crop production, temperature fluctuations and agricultural efficiency across Maharashtra.

  • Agricultural AI
  • Climate Analytics
  • Data Visualisation
  • Sustainability
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