RT info:eu-repo/semantics/doctoralThesis T1 Detection of ammonia toxicity in microalgae by chlorophyll fluorescence A1 Izawa, Yuto A2 Universidad de Valladolid. Escuela de Ingenierías Industriales K1 Ammonia inhibition K1 Chlorophyll fluorescence K1 Microalgae K1 Multivariate analysis K1 Saturation pulse K1 3206.11 Toxicidad de Los Alimentos AB To improve the specificity and accuracy of ammonia detection in Chlorella vulgarisunder high temperature, high light, and ammonia stress conditions, fast chlorophyll afluorescence induction (OJIP) curve was measured using varying saturation pulse intensitiesand analyzed through multivariable statistical methods. The OJIP curve shapes alone showedlimited discriminative power, as the fluorescence signals at the J and I phases were similaracross the three stress conditions. Quantitative evaluation using OJIP parameters revealedrelatively high correlations between ammonia concentration and specific parameters such as VLand VK (R² = 0.683 and 0.642, respectively). Moreover, the application of multivariable analysisusing a broader set of OJIP parameters significantly improved both prediction accuracy andcorrelation (0.84 and 0.92, respectively). Additionally, the use of different saturation pulseintensities enabled clearer detection of the L- and K-bands, enhancing the reliability of thesefluorescence features. These precisely captured parameters contributed to the improvedperformance of ammonia detection (prediction accuracy and correlation were 0.91 and 0.96).On the other hand, the model generated at different saturation pulse intensity largelymisestimated ammonia concentration. YR 2025 FD 2025 LK https://uvadoc.uva.es/handle/10324/78292 UL https://uvadoc.uva.es/handle/10324/78292 LA spa NO Departamento de Ingeniería Química y Tecnología del Medio Ambiente DS UVaDOC RD 12-feb-2026