Digital technologies for net-zero energy transition: a preliminary study

被引：27

作者：

Cao, Liwei ^{[1
]}

Hu, Peiyu ^{[2
]}

Li, Xiang ^{[2
]}

Sun, Hui ^{[2
]}

Zhang, Jinrui ^{[2
]}

Zhang, Chuan ^{[2
]}

机构：

[1] Sinopec Engn Inc, Anhui North Garden 21, Beijing 100101, Peoples R China

[2] Peking Univ, Insitute Energy, 5 Yiheyuan Rd, Beijing, Peoples R China

来源：

CARBON NEUTRALITY | 2023年 / 2卷 / 01期

关键词：

Energy system; Digital technology; Artificial intelligence; Net-zero; ENTERPRISE-WIDE OPTIMIZATION; MODEL-PREDICTIVE CONTROL; ECO-INDUSTRIAL PARK; COMPUTATIONAL INTELLIGENCE; CHALLENGES; MANAGEMENT; FUTURE; INFORMATION; NETWORK; ROADMAP;

D O I：

10.1007/s43979-023-00047-7

中图分类号：

X [环境科学、安全科学];

学科分类号：

08 ; 0830 ;

摘要：

This paper reviews current progress and future challenges of digital technology applications for energy system transition in the context of net-zero. A list of case studies for such digitization enabled optimal design and operation of energy systems at various temporal and spatial scales are reviewed in the paper, including model predictive control, enterprise-wide optimization, eco-industrial park data management, and smart city. The key technological innovations across these applications, such as virtual representation of physical entities, ontological knowledge base, data-driven high dimensional surrogate model based parameterization are also inspected in the paper. Future challenges in terms of data privacy and security are also discussed as potential barriers for digitalization enabled net-zero energy system transition.

引用

页数：14

共 60 条

[1] Progress of artificial neural networks applications in hydrogen production [J].

Abdelkareem, Mohammad A. ;

Soudan, Bassel ;

Mahmoud, Mohamed S. ;

Sayed, Enas T. ;

AlMallahi, Maryam N. ;

Inayat, Abrar ;

Al Radi, Muaz ;

Olabi, Abdul G. .

CHEMICAL ENGINEERING RESEARCH & DESIGN, 2022, 182 :66-86

[2] Data driven approach for fault detection and diagnosis of turbine in thermal power plant using Independent Component Analysis (ICA) [J].

Ajami, Ali ;

Daneshvar, Mahdi .

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2012, 43 (01) :728-735

[3] Energy demand and economic consequences of transport policy [J].

Alam, J. B. ;

Wadud, Z. ;

Alam, J. B. ;

Polak, J. W. .

INTERNATIONAL JOURNAL OF ENVIRONMENTAL SCIENCE AND TECHNOLOGY, 2013, 10 (05) :1075-1082

[4]

Andal-Ancion A, 2003, MIT SLOAN MANAGE REV, V44, P34

[5] Computational intelligence approach for modeling hydrogen production: a review [J].

Ardabili, Sina Faizollahzadeh ;

Najafi, Bahman ;

Shamshirband, Shahaboddin ;

Bidgoli, Behrouz Minaei ;

Deo, Ravinesh Chand ;

Chau, Kwok-wing .

ENGINEERING APPLICATIONS OF COMPUTATIONAL FLUID MECHANICS, 2018, 12 (01) :438-458

[6]

Ashby William Ross, 1961, An introduction to cybernetics

[7]

Baheti R., 2011, IMPACT CONTROL TECHN, V12, P161, DOI DOI 10.1145/1795194.1795205

[8] Brick : Metadata schema for portable smart building applications [J].

Balaji, Bharathan ;

Bhattacharya, Arka ;

Fierro, Gabriel ;

Gao, Jingkun ;

Gluck, Joshua ;

Hong, Dezhi ;

Johansen, Aslak ;

Koh, Jason ;

Ploennigs, Joern ;

Agarwal, Yuvraj ;

Berges, Mario ;

Culler, David ;

Gupta, Rajesh K. ;

Kjaergaard, Mikkel Baun ;

Srivastava, Mani ;

Whitehouse, Kamin .

APPLIED ENERGY, 2018, 226 :1273-1292

[9] Brick: Towards a Unified Metadata Schema For Buildings [J].