The long-term socioeconomic and environmental alternative to fossil fuels is biodiesel. Current biodiesel manufacturing research has developed competitive, sustainable methods. The study validates and explains biodiesel benefits while increasing output. Physicochemical characterizations, gas chromatography-mass spectrometry (GCMS), Fourier transform infrared (FTIR), elemental analysis (EA), inductively coupled plasma atomic emission (ICP-OES), and nuclear magnetic resonance (NMR) are studied. In this study, we discovered two inedible plant seeds, specifically Olea ferruginea (OF) and Nicotiana tobaccum (NT), which exhibited significant oil contents of 30–49% by weight; both seeds had minimal amounts of free fatty acids contents of 1.1% and 0.9%, and biodiesel yield 96.4–97.9% after an optimization process, i.e., methanol/ oil ratio (6:1), KOH concentration (0.32), temperature (65 °C), stirring rate (700 rpm), and time (60 mins). A comprehensive analysis was performed to investigate and contrast the physical, chemical, and compositional attributes of the FAMEs with those of mineral diesel. Gas chromatography determined biodiesel's chemical composition and detected various fatty acid methyl esters (FAMEs) i.e. palmitic (9.7–14.0), stearic (1.8–3.2), oleic (25.5–47.2), linoleic (8.5–32.2), α-Linolenic (3.6–1.1), arachidic (2.4–0.8), and gondoic acid was (48.5–0.5%), respectively. In novel biodiesel characterization, NMR spectroscopy defines and assigns sample chemical structures to identify and quantify unsaturated long-chain alkyl esters. NMR spectroscopic biodiesel methanol quantification is an alternative to official methods. 1H NMR revealed the molecular hydrogen nuclei. This study examines all biodiesel purity and transesterification performance parameters. Producing cost-effective and optimal biodiesel requires the intent of these properties. Inedible seeds can be cultivated in infertile terrain to improve biodiesel production and solve the energy dilemma.
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