diff --git a/src/astronomi/spectrometer_analysis.py b/src/astronomi/spectrometer_analysis.py index 8b13789..a09b20f 100644 --- a/src/astronomi/spectrometer_analysis.py +++ b/src/astronomi/spectrometer_analysis.py @@ -1 +1,47 @@ +# spectrometer_analysis.py +import numpy as np +import pandas as pd +from sidra_chain_space_exploration.starlight_station.astronomy import SpectrometerModule +class SpectrometerAnalysis: + def __init__(self, spectrometer_module: SpectrometerModule): + self.spectrometer_module = spectrometer_module + + def analyze_spectrum(self, spectrum_data: np.ndarray): + # Analyze the spectrum data using advanced algorithms + if not self.spectrometer_module.is_calibrated: + raise Exception("Spectrometer is not calibrated") + + # Example analysis process + wavelengths = np.arange(400, 700, 0.1) # Generate wavelength array + intensities = np.random.rand(len(wavelengths)) # Generate random intensity array + df = pd.DataFrame({"Wavelength (nm)": wavelengths, "Intensity": intensities}) + return df + + def identify_elements(self, spectrum_data: np.ndarray): + # Identify elements present in the spectrum data + df = self.analyze_spectrum(spectrum_data) + elements = [] + for index, row in df.iterrows(): + if row["Intensity"] > 0.5: + elements.append(f"Element {index} detected") + return elements + + def calculate_abundance(self, spectrum_data: np.ndarray): + # Calculate the abundance of elements in the spectrum data + df = self.analyze_spectrum(spectrum_data) + abundances = {} + for index, row in df.iterrows(): + abundances[f"Element {index}"] = row["Intensity"] * 100 + return abundances + +# Example usage: +spectrometer_module = SpectrometerModule() +spectrometer_analysis = SpectrometerAnalysis(spectrometer_module) +spectrum_data = np.random.rand(1000) # Generate random spectrum data +df = spectrometer_analysis.analyze_spectrum(spectrum_data) +print(df.head()) +elements = spectrometer_analysis.identify_elements(spectrum_data) +print(elements) +abundances = spectrometer_analysis.calculate_abundance(spectrum_data) +print(abundances)