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The primary characterization technique for synthesized carbon quantum dots (CQDs) is optical spectroscopy, particularly UV-Visible absorption and photoluminescence spectra, which confirm their identity and optical performance. Additional techniques such as Transmission Electron Microscopy (TEM), Fourier Transform Infrared (FTIR) Spectroscopy, and Raman Spectroscopy are essential for comprehensive analysis of size, shape, surface functional groups, and crystallinity. X-ray Diffraction (XRD) and High-Resoluti

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