ML-Driven CTA Trend Strategy Generator

ML-Driven CTA Trend Strategy Generator

ML-Driven CTA Trend Strategy Report

Strategy Parameters
ParameterValue
Short-term Moving Average Period
Long-term Moving Average Period
Volatility Multiplier for Stop Loss
Take Profit Ratio (%)
Data Input (Simulated)
ParameterValue
Commodity/Asset Type
Simulated Historical Price Trend Profile
Number of Simulated Trading Periods (Days)
Generated Strategy Description
Simulated Performance Metrics
Metric Value

Note: This report contains simulated results for a hypothetical trend strategy based on user-defined parameters. It does not reflect real trading performance.

This strategy is designed to identify and follow trends in **${commodityType}** using a **Moving Average Crossover** system.

  • **Entry Signal (Buy):** A long position is initiated when the **${shortMA}-period Simple Moving Average (SMA)** crosses above the **${longMA}-period SMA**. This indicates a potential start of an uptrend.
  • **Exit Signal (Sell):** A long position is exited when the **${shortMA}-period SMA** crosses below the **${longMA}-period SMA**. This indicates a potential end or reversal of the uptrend.
  • **Risk Management (Stop Loss):** A stop loss is set at a price where the loss from entry is **${volatilityMultiplier} times** a simplified volatility measure. This helps limit potential downside.
  • **Profit Taking (Take Profit):** A take profit target is set at a price representing a **${takeProfitRatio}%** gain from the entry price. This helps secure profits during strong trends.

The strategy was simulated over **${dataInputParams.simulatedPeriods}** trading periods with a **${dataInputParams.trendProfile}** price profile for ${commodityType}.

`; // Display performance metrics performanceResultsTbody.innerHTML = ` Initial Capital$${simulatedResults.initialCapital.toFixed(2)} Final Balance$${simulatedResults.finalBalance.toFixed(2)} Net Profit/Loss$${simulatedResults.netProfitLoss.toFixed(2)} Total Trades${simulatedResults.totalTrades} Winning Trades${simulatedResults.winningTrades} Losing Trades${simulatedResults.losingTrades} Win Rate${simulatedResults.winRate.toFixed(2)}% Maximum Drawdown${simulatedResults.maxDrawdown.toFixed(2)}% `; } // Function to download PDF window.downloadPdf = async function() { // Populate PDF content div document.getElementById('pdfShortMA').innerText = strategyParams.shortMA; document.getElementById('pdfLongMA').innerText = strategyParams.longMA; document.getElementById('pdfVolatilityMultiplier').innerText = strategyParams.volatilityMultiplier; document.getElementById('pdfTakeProfitRatio').innerText = strategyParams.takeProfitRatio + '%'; document.getElementById('pdfCommodityType').innerText = dataInputParams.commodityType; document.getElementById('pdfTrendProfile').innerText = dataInputParams.trendProfile; document.getElementById('pdfSimulatedPeriods').innerText = dataInputParams.simulatedPeriods; document.getElementById('pdfStrategyDescription').innerHTML = strategyDescriptionDiv.innerHTML; // Clone the performance table and populate the PDF version const pdfPerformanceBody = document.getElementById('pdfPerformanceResults').getElementsByTagName('tbody')[0]; pdfPerformanceBody.innerHTML = performanceResultsTbody.innerHTML; // Show the hidden pdfContent div temporarily for html2canvas const pdfContentDiv = document.getElementById('pdfContent'); pdfContentDiv.style.display = 'block'; const { jsPDF } = window.jspdf; const doc = new jsPDF('p', 'pt', 'a4'); // 'p' for portrait, 'pt' for points, 'a4' size // Capture the content as an image using html2canvas await html2canvas(pdfContentDiv, { scale: 2, // Increase scale for better resolution useCORS: true, // Enable cross-origin image loading (if any) logging: false // Disable logging for cleaner console }).then(canvas => { const imgData = canvas.toDataURL('image/png'); const imgWidth = 595; // A4 width in points const pageHeight = 842; // A4 height in points const imgHeight = canvas.height * imgWidth / canvas.width; let heightLeft = imgHeight; let position = 0; // Add image to PDF, potentially across multiple pages doc.addImage(imgData, 'PNG', 0, position, imgWidth, imgHeight); heightLeft -= pageHeight; while (heightLeft >= 0) { position = heightLeft - imgHeight; doc.addPage(); doc.addImage(imgData, 'PNG', 0, position, imgWidth, imgHeight); heightLeft -= pageHeight; } doc.save('CTA_Trend_Strategy_Report.pdf'); }); // Hide the pdfContent div again pdfContentDiv.style.display = 'none'; } // Initial display of the first tab showTab('parameters'); });
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