Artificial intelligence;
Sustainable development goals (SDGs);
Machine learning;
Sustainability;
Literature review;
ARTIFICIAL-INTELLIGENCE METHODS;
SUSTAINABLE DEVELOPMENT;
NEURAL-NETWORKS;
ENERGY USE;
MACHINE;
PREDICTION;
MANAGEMENT;
IMPACT;
MODEL;
OPTIMIZATION;
D O I:
10.1007/s41742-024-00668-5
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
This study aims to explore the application of artificial intelligence (AI) in the resolution of sustainability challenges, with a specific focus on environmental studies. Given the rapidly evolving nature of this field, there is an urgent need for more frequent and dynamic reviews to keep pace with the innovative applications of AI. Through a systematic analysis of 191 research articles, we classified AI techniques applied in the field of sustainability. Our review found that 65% of the studies applied supervised learning methods, 18% employed unsupervised learning, and 17% utilized reinforcement learning approaches. The review highlights that artificial neural networks (ANN), are the most commonly applied AI techniques in sustainability contexts, accounting for 23% of the reviewed methods. This comprehensive overview of AI techniques identifies key trends and proposes new research avenues to address the complex issue of achieving the Sustainable Development Goals (SDGs). [GRAPHICS] .
机构:
Univ Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, MalaysiaUniv Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, Malaysia
Abd Aziz, Nurhasyimah
;
Adnan, Nur Afiqah Amalin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, MalaysiaUniv Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, Malaysia
Adnan, Nur Afiqah Amalin
;
Abd Wahab, Dzuraidah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, Malaysia
Univ Kebangsaan Malaysia, Fac Engn & Built Environm, Ctr Automot Res, Ukm Bangi 43600, Selangor Darul, MalaysiaUniv Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, Malaysia
Abd Wahab, Dzuraidah
;
Azman, Abdul Hadi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, MalaysiaUniv Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, Malaysia
机构:
Jinan Univ, Int Energy Coll, Energy & Elect Res Ctr, Zhuhai 519070, Guangdong, Peoples R ChinaJinan Univ, Int Energy Coll, Energy & Elect Res Ctr, Zhuhai 519070, Guangdong, Peoples R China
Madonski, Rafal
;
Zhang, Dongdong
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R ChinaJinan Univ, Int Energy Coll, Energy & Elect Res Ctr, Zhuhai 519070, Guangdong, Peoples R China
Zhang, Dongdong
;
Huang, Chao
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol Beijing, Sch Comp & Commun Engn, Beijing 10083, Peoples R China
Univ Sci & Technol Beijing, Shunde Grad Sch, Shunde 528399, Guangdong, Peoples R ChinaJinan Univ, Int Energy Coll, Energy & Elect Res Ctr, Zhuhai 519070, Guangdong, Peoples R China
机构:
Guangxi Univ, Sch Elect Engn, Nanning, Guangxi, Peoples R ChinaUniv Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Zhang, Dongdong
;
Huang, Chao
论文数: 0引用数: 0
h-index: 0
机构:
Univ Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Univ Macao, Dept Elect & Comp Engn, Macau 999078, Peoples R China
Univ Sci & Technol Beijing, Shunde Grad Sch, Foshan, Peoples R ChinaUniv Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Huang, Chao
;
Zhang, Hongcai
论文数: 0引用数: 0
h-index: 0
机构:
Univ Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Univ Macao, Dept Elect & Comp Engn, Macau 999078, Peoples R ChinaUniv Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Zhang, Hongcai
;
Dai, Ningyi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Univ Macao, Dept Elect & Comp Engn, Macau 999078, Peoples R ChinaUniv Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Dai, Ningyi
;
Song, Yonghua
论文数: 0引用数: 0
h-index: 0
机构:
Univ Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Univ Macao, Dept Elect & Comp Engn, Macau 999078, Peoples R China
Tsinghua Univ, Dept Elect Engn, Beijing 100087, Peoples R ChinaUniv Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Song, Yonghua
;
Chen, Huanxin
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Univ Sci & Technol, Sch Energy & Power Engn, Wuhan, Peoples R ChinaUniv Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
机构:
Univ Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, MalaysiaUniv Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, Malaysia
Abd Aziz, Nurhasyimah
;
Adnan, Nur Afiqah Amalin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, MalaysiaUniv Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, Malaysia
Adnan, Nur Afiqah Amalin
;
Abd Wahab, Dzuraidah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, Malaysia
Univ Kebangsaan Malaysia, Fac Engn & Built Environm, Ctr Automot Res, Ukm Bangi 43600, Selangor Darul, MalaysiaUniv Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, Malaysia
Abd Wahab, Dzuraidah
;
Azman, Abdul Hadi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, MalaysiaUniv Kebangsaan Malaysia, Fac Engn & Built Environm, Dept Mech & Mfg Engn, Ukm Bangi 43600, Selangor, Malaysia
机构:
Jinan Univ, Int Energy Coll, Energy & Elect Res Ctr, Zhuhai 519070, Guangdong, Peoples R ChinaJinan Univ, Int Energy Coll, Energy & Elect Res Ctr, Zhuhai 519070, Guangdong, Peoples R China
Madonski, Rafal
;
Zhang, Dongdong
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R ChinaJinan Univ, Int Energy Coll, Energy & Elect Res Ctr, Zhuhai 519070, Guangdong, Peoples R China
Zhang, Dongdong
;
Huang, Chao
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol Beijing, Sch Comp & Commun Engn, Beijing 10083, Peoples R China
Univ Sci & Technol Beijing, Shunde Grad Sch, Shunde 528399, Guangdong, Peoples R ChinaJinan Univ, Int Energy Coll, Energy & Elect Res Ctr, Zhuhai 519070, Guangdong, Peoples R China
机构:
Guangxi Univ, Sch Elect Engn, Nanning, Guangxi, Peoples R ChinaUniv Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Zhang, Dongdong
;
Huang, Chao
论文数: 0引用数: 0
h-index: 0
机构:
Univ Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Univ Macao, Dept Elect & Comp Engn, Macau 999078, Peoples R China
Univ Sci & Technol Beijing, Shunde Grad Sch, Foshan, Peoples R ChinaUniv Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Huang, Chao
;
Zhang, Hongcai
论文数: 0引用数: 0
h-index: 0
机构:
Univ Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Univ Macao, Dept Elect & Comp Engn, Macau 999078, Peoples R ChinaUniv Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Zhang, Hongcai
;
Dai, Ningyi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Univ Macao, Dept Elect & Comp Engn, Macau 999078, Peoples R ChinaUniv Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Dai, Ningyi
;
Song, Yonghua
论文数: 0引用数: 0
h-index: 0
机构:
Univ Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Univ Macao, Dept Elect & Comp Engn, Macau 999078, Peoples R China
Tsinghua Univ, Dept Elect Engn, Beijing 100087, Peoples R ChinaUniv Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China
Song, Yonghua
;
Chen, Huanxin
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Univ Sci & Technol, Sch Energy & Power Engn, Wuhan, Peoples R ChinaUniv Macao, State Key Lab Internet Things Smart City, Macau 999078, Peoples R China