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ChartEng
AI-Powered Curve Fitting

About Curve Fitting Studio

The most comprehensive mathematical modeling platform available online, featuring AI-powered analysis, smart interpolation, extrapolation tools, missing data prediction, and advanced algorithms designed for engineers, researchers, and data scientists.

Our Mission

To revolutionize mathematical modeling by providing the most advanced curve fitting platform with AI-powered smart tools, making professional-grade analysis accessible to everyone. We combine cutting-edge algorithms with intelligent features like smart interpolation, risk-assessed extrapolation, and missing data prediction to deliver research-quality results through an intuitive web interface.

Advanced Smart Tools for Professional Analysis

Smart Interpolator

Intelligent interpolation with adaptive gap detection and confidence intervals

  • Adaptive interpolation algorithms
  • Confidence interval calculation
  • Gap severity analysis
  • Local density assessment
  • Real-time quality metrics
Smart Extrapolator

Risk-assessed extrapolation with uncertainty quantification

  • Multiple extrapolation methods
  • Comprehensive risk assessment
  • Uncertainty quantification
  • Safe range recommendations
  • Warning system integration
Missing Data Predictor

Comprehensive missing data analysis and intelligent gap filling

  • Batch prediction processing
  • Gap analysis and classification
  • Intelligent filling strategies
  • Confidence scoring system
  • Professional export capabilities

Advanced Mathematical Algorithms

Singular Value Decomposition (SVD)

Robust numerical method for polynomial fitting that handles ill-conditioned matrices and provides superior stability compared to normal equation methods.

Key Applications:

Polynomial regression
Data denoising
Rank reduction
Numerical stability
Levenberg-Marquardt Algorithm

Advanced optimization technique combining Gauss-Newton and gradient descent methods for nonlinear parameter estimation with guaranteed convergence.

Key Applications:

Nonlinear curve fitting
Parameter optimization
Model calibration
Convergence guarantee
AI-Powered Model Selection

Machine learning algorithms analyze data characteristics to recommend optimal mathematical models and provide intelligent insights about your data patterns.

Key Applications:

Automatic model selection
Pattern recognition
Predictive analysis
Intelligent insights
Statistical Validation Framework

Comprehensive statistical analysis including information criteria (AIC/BIC), cross-validation, and uncertainty quantification for model assessment.

Key Applications:

Model comparison
Uncertainty analysis
Quality assessment
Statistical validation

Comprehensive Technical Capabilities

Data Processing
  • Multiple file format support (CSV, Excel, TXT)
  • Real-time data validation and cleaning
  • Batch processing for large datasets
  • Automatic data type detection
Mathematical Models
  • Linear and polynomial regression
  • Exponential and logarithmic fitting
  • Power law and custom equations
  • Nonlinear parameter estimation
Smart Analytics
  • AI-powered model recommendations
  • Confidence interval calculations
  • Risk assessment and warnings
  • Uncertainty quantification
Professional Features
  • Interactive visualization tools
  • Statistical model comparison
  • Export with full metadata
  • Mobile-responsive design

Dr. Mohammad Rahjoo

Creator & Lead Developer

Experienced engineer and researcher with expertise in mathematical modeling, numerical analysis, artificial intelligence, and software development. Passionate about democratizing access to advanced analytical tools and making professional-grade mathematical modeling accessible to the global engineering and research community through innovative web technologies and AI integration.

Technology & Innovation Stack

Frontend Technology
  • React & Next.js for modern UI
  • TypeScript for type safety
  • Tailwind CSS for responsive design
  • WebGL for high-performance visualization
  • Progressive Web App capabilities
Mathematical Engine
  • Custom numerical algorithms
  • Optimized linear algebra routines
  • Statistical analysis framework
  • Smart interpolation algorithms
  • Risk assessment systems
AI Integration
  • Advanced language models
  • Pattern recognition algorithms
  • Intelligent model selection
  • Automated insights generation
  • Predictive analytics engine

Platform Performance & Capabilities

99.9%
Algorithm Accuracy
15+
Mathematical Models
5
Smart Analysis Tools
Data Points Supported

Experience the Future of Mathematical Modeling

Try our comprehensive platform with AI-powered analysis, smart interpolation, extrapolation tools, and missing data prediction for your next research project or engineering analysis.

Launch Curve Fitting Studio