... Among these, the 28 types (including 3 location focuses and 2 country statues) constitute the secondary categories for comprehensive reviews in Section 5.5. (Abouaiana and Battisti, 2022;Barbour et al., 2018;Dauenhauer et al., 2020;Fina et al., 2019Fina et al., , 2020Gaiser and Stroeve, 2014;Garner and Dehouche, 2023;Garniwa and Herdiansyah, 2021;González et al., 2023;Janota et al., 2023;Jasiński et al., 2024;Jenny et al., 2006;Kansongue et al., 2022;Kuno et al., 2023;Li et al., 2022;Ling et al., 2021;Luqman and Al-Ansari, 2020;Marique and Reiter, 2014;Mustafa et al., 2022;Nematchoua et al., 2021;Rafique et al., 2019;Rafique et al., 2018;Sadiq et al., 2023;Saez et al., 2023;Samanta et al., 2021;Tucho and Nonhebel, 2017;Van Hoesen and Letendre, 2010) wind 7 (Garner and Dehouche, 2023;Marique and Reiter, 2014;Mustafa et al., 2022;Sadiq et al., 2023;Van Hoesen and Letendre, 2010) hydro 2 (Guerreiro and Botetzagias, 2018; geothermal 2 Sadiq et al., 2023) others 15 -Bioenergy/ biomass direct use of biofuel* 5 (Aberilla et al., 2020;Chen et al., 2022;Dash et al., 2018;Okoko et al., 2017;Romijn et al., 2010) biomass products (e.g., biogas, biodiesel) 9 (Aberilla et al., 2020;Coady and Duquette, 2021;Nansaior et al., 2013;Okoko et al., 2017;Pinpatthanapong et al., 2022;Roldán-Porta et al., 2023;Romijn et al., 2010;Tucho and Nonhebel, 2017) bioenergy for electricity generation 10 (Aberilla et al., 2020;Janota et al., 2023;Okoko et al., 2017;Pérez-Fortes et al., 2012;Romijn et al., 2010;Sadiq et al., 2023;Samanta et al., 2021;Vongchan et al., 2020) agricultural bioenergy (e.g., agricultural waste/residues, food, livestock manure, bioenergy crops, forestry, biorefinery) 20 (Aberilla et al., 2020;Adhikari and Adhikari, 2021;Bessette et al., 2020;Blanco et al., 2015;Cunfer et al., 2018;Haile et al., 2016;Janota et al., 2023;Kandel et al., 2016;Kishita et al., 2017;Nansaior et al., 2013;Okoko et al., 2017;Perpiñá et al., 2009;Rhofita et al., 2022;Röder et al., 2017;Roy et al., 2018;Shah et al., 2021;Sikka et al., 2013;Stolarski et al., 2021;Supasri et al., 2020) others 8 -Smart grids: multiple sources and advanced energy usage 25 108 energy sources are identified from 86 articles, of which 49% are bioenergy/biomass, and 55% are renewable energy (excluding biomass), illustrated in Table 5.2. Multiple energy sources are combined to create the smart grids, and 25 advanced/integrated energy usage instances were mentioned. ...