Research is being conducted on the production of bioethanol and biobutanol using algal biomass, exploring various pathways and industrial applications. The field also encompasses the use of lignocellulosic biomass, aquaculture, and marine waste for sustainable production of biofuels and bioderivatives. Studies are examining microalgal biorefinery concepts, carbon capture technology, and co-cultivation methods, among other approaches.