Progress in the Application of Machine Learning in Combustion Studies Article Swipe
Zhi-Hao Zheng
,
Xiaodong Lin
,
Ming Yang
,
Zeming He
,
Ergude Bao
,
Hang Zhang
,
Zhen‐Yu Tian
·
YOU?
·
· 2020
· Open Access
·
· DOI: https://doi.org/10.30919/esee8c795
YOU?
·
· 2020
· Open Access
·
· DOI: https://doi.org/10.30919/esee8c795
Combustion is the main source of energy and environmental pollution.The objective of the combustion study is to improve combustion efficiency and to reduce pollution emissions.In the past decades, machine learning (ML), as a branch of artificial intelligence, has attracted increasing interests, especially in the combustion field.In the present work, the definition, current status and recent progress in the applications of ML on researches related to combustion are briefly reviewed.Combustion studies combined with ML can be divided into theoretical and industrial aspects.Studies of combustion theory include computational fluid dynamics (CFD) simulation, combustion phenomenon and fuel.ML is used to reduce the cost of CFD, including reducing the scale of combustion mechanism, saving the memory storage of the probability density function table and optimizing Large Eddy Simulation.ML helps in the research of combustion phenomena, such as detecting thermoacoustic combustion oscillation, portioning regimes of ignition and detonation, and reconstructing cellular surface of gaseous detonation.ML has been also applied to study physicochemical properties of fuels and to design the next generation fuels.In the industrial research with respect to combustion, ML is mainly applied to produce electricity and power by power plants or engines, and less to other fields.ML could figure out problems of combustion in various kinds of furnaces and postcombustion emissions in power plants.In addition, ML plays important roles in biodiesel engine, Homogenous Charge Compression Ignition (HCCI), and operation control or monitoring in the engines.Moreover, ML can also be applied to other industrial studies related to combustion, mainly to particulate matters.The methods of the mentioned studies are summarized in details and the potential applications of ML in combustion community are proposed.
Related Topics
Concepts
Combustion
Homogeneous charge compression ignition
Ignition system
Process engineering
Environmental science
Combustion chamber
Detonation
Automotive engineering
Computer science
Engineering
Chemistry
Aerospace engineering
Organic chemistry
Explosive material
Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.30919/esee8c795
- http://www.espublisher.com/uploads/article_pdf/esee8c795.pdf
- OA Status
- bronze
- Cited By
- 48
- References
- 59
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W3089247231
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W3089247231Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.30919/esee8c795Digital Object Identifier
- Title
-
Progress in the Application of Machine Learning in Combustion StudiesWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2020Year of publication
- Publication date
-
2020-01-01Full publication date if available
- Authors
-
Zhi-Hao Zheng, Xiaodong Lin, Ming Yang, Zeming He, Ergude Bao, Hang Zhang, Zhen‐Yu TianList of authors in order
- Landing page
-
https://doi.org/10.30919/esee8c795Publisher landing page
- PDF URL
-
https://www.espublisher.com/uploads/article_pdf/esee8c795.pdfDirect link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
bronzeOpen access status per OpenAlex
- OA URL
-
https://www.espublisher.com/uploads/article_pdf/esee8c795.pdfDirect OA link when available
- Concepts
-
Combustion, Homogeneous charge compression ignition, Ignition system, Process engineering, Environmental science, Combustion chamber, Detonation, Automotive engineering, Computer science, Engineering, Chemistry, Aerospace engineering, Organic chemistry, Explosive materialTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
48Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 3, 2024: 11, 2023: 8, 2022: 12, 2021: 14Per-year citation counts (last 5 years)
- References (count)
-
59Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W3089247231 |
|---|---|
| doi | https://doi.org/10.30919/esee8c795 |
| ids.doi | https://doi.org/10.30919/esee8c795 |
| ids.mag | 3089247231 |
| ids.openalex | https://openalex.org/W3089247231 |
| fwci | 4.9826304 |
| type | article |
| title | Progress in the Application of Machine Learning in Combustion Studies |
| biblio.issue | |
| biblio.volume | |
| biblio.last_page | |
| biblio.first_page | |
| topics[0].id | https://openalex.org/T13717 |
| topics[0].field.id | https://openalex.org/fields/22 |
| topics[0].field.display_name | Engineering |
| topics[0].score | 0.9761000275611877 |
| topics[0].domain.id | https://openalex.org/domains/3 |
| topics[0].domain.display_name | Physical Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/2207 |
| topics[0].subfield.display_name | Control and Systems Engineering |
| topics[0].display_name | Advanced Algorithms and Applications |
| topics[1].id | https://openalex.org/T14225 |
| topics[1].field.id | https://openalex.org/fields/22 |
| topics[1].field.display_name | Engineering |
| topics[1].score | 0.9645000100135803 |
| topics[1].domain.id | https://openalex.org/domains/3 |
| topics[1].domain.display_name | Physical Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/2207 |
| topics[1].subfield.display_name | Control and Systems Engineering |
| topics[1].display_name | Advanced Sensor and Control Systems |
| topics[2].id | https://openalex.org/T11111 |
| topics[2].field.id | https://openalex.org/fields/16 |
| topics[2].field.display_name | Chemistry |
| topics[2].score | 0.9643999934196472 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/1607 |
| topics[2].subfield.display_name | Spectroscopy |
| topics[2].display_name | Spectroscopy and Laser Applications |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| concepts[0].id | https://openalex.org/C105923489 |
| concepts[0].level | 2 |
| concepts[0].score | 0.8653192520141602 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q133235 |
| concepts[0].display_name | Combustion |
| concepts[1].id | https://openalex.org/C96949565 |
| concepts[1].level | 4 |
| concepts[1].score | 0.7126996517181396 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q5606882 |
| concepts[1].display_name | Homogeneous charge compression ignition |
| concepts[2].id | https://openalex.org/C159063594 |
| concepts[2].level | 2 |
| concepts[2].score | 0.5481508374214172 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q248382 |
| concepts[2].display_name | Ignition system |
| concepts[3].id | https://openalex.org/C21880701 |
| concepts[3].level | 1 |
| concepts[3].score | 0.4921695590019226 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q2144042 |
| concepts[3].display_name | Process engineering |
| concepts[4].id | https://openalex.org/C39432304 |
| concepts[4].level | 0 |
| concepts[4].score | 0.4597592055797577 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q188847 |
| concepts[4].display_name | Environmental science |
| concepts[5].id | https://openalex.org/C106169591 |
| concepts[5].level | 3 |
| concepts[5].score | 0.45917418599128723 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q909434 |
| concepts[5].display_name | Combustion chamber |
| concepts[6].id | https://openalex.org/C203397868 |
| concepts[6].level | 3 |
| concepts[6].score | 0.4484817087650299 |
| concepts[6].wikidata | https://www.wikidata.org/wiki/Q786054 |
| concepts[6].display_name | Detonation |
| concepts[7].id | https://openalex.org/C171146098 |
| concepts[7].level | 1 |
| concepts[7].score | 0.40840601921081543 |
| concepts[7].wikidata | https://www.wikidata.org/wiki/Q124192 |
| concepts[7].display_name | Automotive engineering |
| concepts[8].id | https://openalex.org/C41008148 |
| concepts[8].level | 0 |
| concepts[8].score | 0.3602856993675232 |
| concepts[8].wikidata | https://www.wikidata.org/wiki/Q21198 |
| concepts[8].display_name | Computer science |
| concepts[9].id | https://openalex.org/C127413603 |
| concepts[9].level | 0 |
| concepts[9].score | 0.25634974241256714 |
| concepts[9].wikidata | https://www.wikidata.org/wiki/Q11023 |
| concepts[9].display_name | Engineering |
| concepts[10].id | https://openalex.org/C185592680 |
| concepts[10].level | 0 |
| concepts[10].score | 0.151108056306839 |
| concepts[10].wikidata | https://www.wikidata.org/wiki/Q2329 |
| concepts[10].display_name | Chemistry |
| concepts[11].id | https://openalex.org/C146978453 |
| concepts[11].level | 1 |
| concepts[11].score | 0.13186267018318176 |
| concepts[11].wikidata | https://www.wikidata.org/wiki/Q3798668 |
| concepts[11].display_name | Aerospace engineering |
| concepts[12].id | https://openalex.org/C178790620 |
| concepts[12].level | 1 |
| concepts[12].score | 0.0 |
| concepts[12].wikidata | https://www.wikidata.org/wiki/Q11351 |
| concepts[12].display_name | Organic chemistry |
| concepts[13].id | https://openalex.org/C154238967 |
| concepts[13].level | 2 |
| concepts[13].score | 0.0 |
| concepts[13].wikidata | https://www.wikidata.org/wiki/Q12870 |
| concepts[13].display_name | Explosive material |
| keywords[0].id | https://openalex.org/keywords/combustion |
| keywords[0].score | 0.8653192520141602 |
| keywords[0].display_name | Combustion |
| keywords[1].id | https://openalex.org/keywords/homogeneous-charge-compression-ignition |
| keywords[1].score | 0.7126996517181396 |
| keywords[1].display_name | Homogeneous charge compression ignition |
| keywords[2].id | https://openalex.org/keywords/ignition-system |
| keywords[2].score | 0.5481508374214172 |
| keywords[2].display_name | Ignition system |
| keywords[3].id | https://openalex.org/keywords/process-engineering |
| keywords[3].score | 0.4921695590019226 |
| keywords[3].display_name | Process engineering |
| keywords[4].id | https://openalex.org/keywords/environmental-science |
| keywords[4].score | 0.4597592055797577 |
| keywords[4].display_name | Environmental science |
| keywords[5].id | https://openalex.org/keywords/combustion-chamber |
| keywords[5].score | 0.45917418599128723 |
| keywords[5].display_name | Combustion chamber |
| keywords[6].id | https://openalex.org/keywords/detonation |
| keywords[6].score | 0.4484817087650299 |
| keywords[6].display_name | Detonation |
| keywords[7].id | https://openalex.org/keywords/automotive-engineering |
| keywords[7].score | 0.40840601921081543 |
| keywords[7].display_name | Automotive engineering |
| keywords[8].id | https://openalex.org/keywords/computer-science |
| keywords[8].score | 0.3602856993675232 |
| keywords[8].display_name | Computer science |
| keywords[9].id | https://openalex.org/keywords/engineering |
| keywords[9].score | 0.25634974241256714 |
| keywords[9].display_name | Engineering |
| keywords[10].id | https://openalex.org/keywords/chemistry |
| keywords[10].score | 0.151108056306839 |
| keywords[10].display_name | Chemistry |
| keywords[11].id | https://openalex.org/keywords/aerospace-engineering |
| keywords[11].score | 0.13186267018318176 |
| keywords[11].display_name | Aerospace engineering |
| language | en |
| locations[0].id | doi:10.30919/esee8c795 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S4210200494 |
| locations[0].source.issn | 2578-0646, 2578-0654 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | False |
| locations[0].source.issn_l | 2578-0646 |
| locations[0].source.is_core | True |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | ES Energy & Environments |
| locations[0].source.host_organization | |
| locations[0].source.host_organization_name | |
| locations[0].license | |
| locations[0].pdf_url | http://www.espublisher.com/uploads/article_pdf/esee8c795.pdf |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | ES Energy & Environment |
| locations[0].landing_page_url | https://doi.org/10.30919/esee8c795 |
| indexed_in | crossref |
| authorships[0].author.id | https://openalex.org/A5102989533 |
| authorships[0].author.orcid | https://orcid.org/0000-0003-0786-826X |
| authorships[0].author.display_name | Zhi-Hao Zheng |
| authorships[0].countries | CN |
| authorships[0].affiliations[0].institution_ids | https://openalex.org/I19820366, https://openalex.org/I4210120320 |
| authorships[0].affiliations[0].raw_affiliation_string | Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing 100190, China |
| authorships[0].affiliations[1].institution_ids | https://openalex.org/I4210165038 |
| authorships[0].affiliations[1].raw_affiliation_string | University of Chinese Academy of Sciences, Beijing 100049, China |
| authorships[0].institutions[0].id | https://openalex.org/I19820366 |
| authorships[0].institutions[0].ror | https://ror.org/034t30j35 |
| authorships[0].institutions[0].type | government |
| authorships[0].institutions[0].lineage | https://openalex.org/I19820366 |
| authorships[0].institutions[0].country_code | CN |
| authorships[0].institutions[0].display_name | Chinese Academy of Sciences |
| authorships[0].institutions[1].id | https://openalex.org/I4210120320 |
| authorships[0].institutions[1].ror | https://ror.org/031zj0q48 |
| authorships[0].institutions[1].type | facility |
| authorships[0].institutions[1].lineage | https://openalex.org/I19820366, https://openalex.org/I4210120320 |
| authorships[0].institutions[1].country_code | CN |
| authorships[0].institutions[1].display_name | Institute of Engineering Thermophysics |
| authorships[0].institutions[2].id | https://openalex.org/I4210165038 |
| authorships[0].institutions[2].ror | https://ror.org/05qbk4x57 |
| authorships[0].institutions[2].type | education |
| authorships[0].institutions[2].lineage | https://openalex.org/I19820366, https://openalex.org/I4210165038 |
| authorships[0].institutions[2].country_code | CN |
| authorships[0].institutions[2].display_name | University of Chinese Academy of Sciences |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Zhi-Hao Zheng |
| authorships[0].is_corresponding | False |
| authorships[0].raw_affiliation_strings | Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing 100190, China, University of Chinese Academy of Sciences, Beijing 100049, China |
| authorships[1].author.id | https://openalex.org/A5101974640 |
| authorships[1].author.orcid | https://orcid.org/0000-0002-9790-7199 |
| authorships[1].author.display_name | Xiaodong Lin |
| authorships[1].countries | CN |
| authorships[1].affiliations[0].institution_ids | https://openalex.org/I19820366, https://openalex.org/I4210120320 |
| authorships[1].affiliations[0].raw_affiliation_string | Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing 100190, China |
| authorships[1].affiliations[1].institution_ids | https://openalex.org/I4210165038 |
| authorships[1].affiliations[1].raw_affiliation_string | University of Chinese Academy of Sciences, Beijing 100049, China |
| authorships[1].institutions[0].id | https://openalex.org/I19820366 |
| authorships[1].institutions[0].ror | https://ror.org/034t30j35 |
| authorships[1].institutions[0].type | government |
| authorships[1].institutions[0].lineage | https://openalex.org/I19820366 |
| authorships[1].institutions[0].country_code | CN |
| authorships[1].institutions[0].display_name | Chinese Academy of Sciences |
| authorships[1].institutions[1].id | https://openalex.org/I4210120320 |
| authorships[1].institutions[1].ror | https://ror.org/031zj0q48 |
| authorships[1].institutions[1].type | facility |
| authorships[1].institutions[1].lineage | https://openalex.org/I19820366, https://openalex.org/I4210120320 |
| authorships[1].institutions[1].country_code | CN |
| authorships[1].institutions[1].display_name | Institute of Engineering Thermophysics |
| authorships[1].institutions[2].id | https://openalex.org/I4210165038 |
| authorships[1].institutions[2].ror | https://ror.org/05qbk4x57 |
| authorships[1].institutions[2].type | education |
| authorships[1].institutions[2].lineage | https://openalex.org/I19820366, https://openalex.org/I4210165038 |
| authorships[1].institutions[2].country_code | CN |
| authorships[1].institutions[2].display_name | University of Chinese Academy of Sciences |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Xiao-Dong Lin |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing 100190, China, University of Chinese Academy of Sciences, Beijing 100049, China |
| authorships[2].author.id | https://openalex.org/A5102748400 |
| authorships[2].author.orcid | https://orcid.org/0000-0002-2086-1858 |
| authorships[2].author.display_name | Ming Yang |
| authorships[2].countries | CN |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I4210165038 |
| authorships[2].affiliations[0].raw_affiliation_string | University of Chinese Academy of Sciences, Beijing 100049, China |
| authorships[2].affiliations[1].institution_ids | https://openalex.org/I19820366, https://openalex.org/I4210120320 |
| authorships[2].affiliations[1].raw_affiliation_string | Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing 100190, China |
| authorships[2].institutions[0].id | https://openalex.org/I19820366 |
| authorships[2].institutions[0].ror | https://ror.org/034t30j35 |
| authorships[2].institutions[0].type | government |
| authorships[2].institutions[0].lineage | https://openalex.org/I19820366 |
| authorships[2].institutions[0].country_code | CN |
| authorships[2].institutions[0].display_name | Chinese Academy of Sciences |
| authorships[2].institutions[1].id | https://openalex.org/I4210120320 |
| authorships[2].institutions[1].ror | https://ror.org/031zj0q48 |
| authorships[2].institutions[1].type | facility |
| authorships[2].institutions[1].lineage | https://openalex.org/I19820366, https://openalex.org/I4210120320 |
| authorships[2].institutions[1].country_code | CN |
| authorships[2].institutions[1].display_name | Institute of Engineering Thermophysics |
| authorships[2].institutions[2].id | https://openalex.org/I4210165038 |
| authorships[2].institutions[2].ror | https://ror.org/05qbk4x57 |
| authorships[2].institutions[2].type | education |
| authorships[2].institutions[2].lineage | https://openalex.org/I19820366, https://openalex.org/I4210165038 |
| authorships[2].institutions[2].country_code | CN |
| authorships[2].institutions[2].display_name | University of Chinese Academy of Sciences |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Ming Yang |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing 100190, China, University of Chinese Academy of Sciences, Beijing 100049, China |
| authorships[3].author.id | https://openalex.org/A5102952825 |
| authorships[3].author.orcid | https://orcid.org/0000-0002-7892-7901 |
| authorships[3].author.display_name | Zeming He |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | Ze-Ming He |
| authorships[3].is_corresponding | False |
| authorships[4].author.id | https://openalex.org/A5009796545 |
| authorships[4].author.orcid | https://orcid.org/0000-0001-7636-5709 |
| authorships[4].author.display_name | Ergude Bao |
| authorships[4].countries | CN |
| authorships[4].affiliations[0].institution_ids | https://openalex.org/I4210165038 |
| authorships[4].affiliations[0].raw_affiliation_string | University of Chinese Academy of Sciences, Beijing 100049, China |
| authorships[4].affiliations[1].institution_ids | https://openalex.org/I19820366, https://openalex.org/I4210120320 |
| authorships[4].affiliations[1].raw_affiliation_string | Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing 100190, China |
| authorships[4].affiliations[2].institution_ids | https://openalex.org/I21193070 |
| authorships[4].affiliations[2].raw_affiliation_string | School of Software Engineering, Beijing Jiaotong University, Beijing100044, China |
| authorships[4].institutions[0].id | https://openalex.org/I21193070 |
| authorships[4].institutions[0].ror | https://ror.org/01yj56c84 |
| authorships[4].institutions[0].type | education |
| authorships[4].institutions[0].lineage | https://openalex.org/I21193070 |
| authorships[4].institutions[0].country_code | CN |
| authorships[4].institutions[0].display_name | Beijing Jiaotong University |
| authorships[4].institutions[1].id | https://openalex.org/I19820366 |
| authorships[4].institutions[1].ror | https://ror.org/034t30j35 |
| authorships[4].institutions[1].type | government |
| authorships[4].institutions[1].lineage | https://openalex.org/I19820366 |
| authorships[4].institutions[1].country_code | CN |
| authorships[4].institutions[1].display_name | Chinese Academy of Sciences |
| authorships[4].institutions[2].id | https://openalex.org/I4210120320 |
| authorships[4].institutions[2].ror | https://ror.org/031zj0q48 |
| authorships[4].institutions[2].type | facility |
| authorships[4].institutions[2].lineage | https://openalex.org/I19820366, https://openalex.org/I4210120320 |
| authorships[4].institutions[2].country_code | CN |
| authorships[4].institutions[2].display_name | Institute of Engineering Thermophysics |
| authorships[4].institutions[3].id | https://openalex.org/I4210165038 |
| authorships[4].institutions[3].ror | https://ror.org/05qbk4x57 |
| authorships[4].institutions[3].type | education |
| authorships[4].institutions[3].lineage | https://openalex.org/I19820366, https://openalex.org/I4210165038 |
| authorships[4].institutions[3].country_code | CN |
| authorships[4].institutions[3].display_name | University of Chinese Academy of Sciences |
| authorships[4].author_position | middle |
| authorships[4].raw_author_name | Ergude Bao |
| authorships[4].is_corresponding | False |
| authorships[4].raw_affiliation_strings | Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing 100190, China, School of Software Engineering, Beijing Jiaotong University, Beijing100044, China, University of Chinese Academy of Sciences, Beijing 100049, China |
| authorships[5].author.id | https://openalex.org/A5100438424 |
| authorships[5].author.orcid | https://orcid.org/0000-0001-5113-6125 |
| authorships[5].author.display_name | Hang Zhang |
| authorships[5].countries | CN |
| authorships[5].affiliations[0].institution_ids | https://openalex.org/I19820366, https://openalex.org/I4210120320 |
| authorships[5].affiliations[0].raw_affiliation_string | Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing 100190, China |
| authorships[5].affiliations[1].institution_ids | https://openalex.org/I4210165038 |
| authorships[5].affiliations[1].raw_affiliation_string | University of Chinese Academy of Sciences, Beijing 100049, China |
| authorships[5].institutions[0].id | https://openalex.org/I19820366 |
| authorships[5].institutions[0].ror | https://ror.org/034t30j35 |
| authorships[5].institutions[0].type | government |
| authorships[5].institutions[0].lineage | https://openalex.org/I19820366 |
| authorships[5].institutions[0].country_code | CN |
| authorships[5].institutions[0].display_name | Chinese Academy of Sciences |
| authorships[5].institutions[1].id | https://openalex.org/I4210120320 |
| authorships[5].institutions[1].ror | https://ror.org/031zj0q48 |
| authorships[5].institutions[1].type | facility |
| authorships[5].institutions[1].lineage | https://openalex.org/I19820366, https://openalex.org/I4210120320 |
| authorships[5].institutions[1].country_code | CN |
| authorships[5].institutions[1].display_name | Institute of Engineering Thermophysics |
| authorships[5].institutions[2].id | https://openalex.org/I4210165038 |
| authorships[5].institutions[2].ror | https://ror.org/05qbk4x57 |
| authorships[5].institutions[2].type | education |
| authorships[5].institutions[2].lineage | https://openalex.org/I19820366, https://openalex.org/I4210165038 |
| authorships[5].institutions[2].country_code | CN |
| authorships[5].institutions[2].display_name | University of Chinese Academy of Sciences |
| authorships[5].author_position | middle |
| authorships[5].raw_author_name | Hang Zhang |
| authorships[5].is_corresponding | False |
| authorships[5].raw_affiliation_strings | Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing 100190, China, University of Chinese Academy of Sciences, Beijing 100049, China |
| authorships[6].author.id | https://openalex.org/A5110173153 |
| authorships[6].author.orcid | https://orcid.org/0000-0003-1497-3762 |
| authorships[6].author.display_name | Zhen‐Yu Tian |
| authorships[6].countries | CN |
| authorships[6].affiliations[0].institution_ids | https://openalex.org/I4210165038 |
| authorships[6].affiliations[0].raw_affiliation_string | University of Chinese Academy of Sciences, Beijing 100049, China |
| authorships[6].affiliations[1].institution_ids | https://openalex.org/I19820366, https://openalex.org/I4210120320 |
| authorships[6].affiliations[1].raw_affiliation_string | Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing 100190, China |
| authorships[6].institutions[0].id | https://openalex.org/I19820366 |
| authorships[6].institutions[0].ror | https://ror.org/034t30j35 |
| authorships[6].institutions[0].type | government |
| authorships[6].institutions[0].lineage | https://openalex.org/I19820366 |
| authorships[6].institutions[0].country_code | CN |
| authorships[6].institutions[0].display_name | Chinese Academy of Sciences |
| authorships[6].institutions[1].id | https://openalex.org/I4210120320 |
| authorships[6].institutions[1].ror | https://ror.org/031zj0q48 |
| authorships[6].institutions[1].type | facility |
| authorships[6].institutions[1].lineage | https://openalex.org/I19820366, https://openalex.org/I4210120320 |
| authorships[6].institutions[1].country_code | CN |
| authorships[6].institutions[1].display_name | Institute of Engineering Thermophysics |
| authorships[6].institutions[2].id | https://openalex.org/I4210165038 |
| authorships[6].institutions[2].ror | https://ror.org/05qbk4x57 |
| authorships[6].institutions[2].type | education |
| authorships[6].institutions[2].lineage | https://openalex.org/I19820366, https://openalex.org/I4210165038 |
| authorships[6].institutions[2].country_code | CN |
| authorships[6].institutions[2].display_name | University of Chinese Academy of Sciences |
| authorships[6].author_position | last |
| authorships[6].raw_author_name | Zhen-Yu Tian |
| authorships[6].is_corresponding | False |
| authorships[6].raw_affiliation_strings | Institute of Engineering Thermophysics, Chinese Academy of Sciences, Beijing 100190, China, University of Chinese Academy of Sciences, Beijing 100049, China |
| has_content.pdf | True |
| has_content.grobid_xml | True |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | http://www.espublisher.com/uploads/article_pdf/esee8c795.pdf |
| open_access.oa_status | bronze |
| open_access.any_repository_has_fulltext | False |
| created_date | 2020-10-01T00:00:00 |
| display_name | Progress in the Application of Machine Learning in Combustion Studies |
| has_fulltext | True |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T13717 |
| primary_topic.field.id | https://openalex.org/fields/22 |
| primary_topic.field.display_name | Engineering |
| primary_topic.score | 0.9761000275611877 |
| primary_topic.domain.id | https://openalex.org/domains/3 |
| primary_topic.domain.display_name | Physical Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/2207 |
| primary_topic.subfield.display_name | Control and Systems Engineering |
| primary_topic.display_name | Advanced Algorithms and Applications |
| related_works | https://openalex.org/W2283425544, https://openalex.org/W1992003439, https://openalex.org/W2667091611, https://openalex.org/W2692885357, https://openalex.org/W1484751800, https://openalex.org/W2632676526, https://openalex.org/W2175724669, https://openalex.org/W2976443176, https://openalex.org/W2330076842, https://openalex.org/W2016226570 |
| cited_by_count | 48 |
| counts_by_year[0].year | 2025 |
| counts_by_year[0].cited_by_count | 3 |
| counts_by_year[1].year | 2024 |
| counts_by_year[1].cited_by_count | 11 |
| counts_by_year[2].year | 2023 |
| counts_by_year[2].cited_by_count | 8 |
| counts_by_year[3].year | 2022 |
| counts_by_year[3].cited_by_count | 12 |
| counts_by_year[4].year | 2021 |
| counts_by_year[4].cited_by_count | 14 |
| locations_count | 1 |
| best_oa_location.id | doi:10.30919/esee8c795 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S4210200494 |
| best_oa_location.source.issn | 2578-0646, 2578-0654 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | False |
| best_oa_location.source.issn_l | 2578-0646 |
| best_oa_location.source.is_core | True |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | ES Energy & Environments |
| best_oa_location.source.host_organization | |
| best_oa_location.source.host_organization_name | |
| best_oa_location.license | |
| best_oa_location.pdf_url | http://www.espublisher.com/uploads/article_pdf/esee8c795.pdf |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | ES Energy & Environment |
| best_oa_location.landing_page_url | https://doi.org/10.30919/esee8c795 |
| primary_location.id | doi:10.30919/esee8c795 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S4210200494 |
| primary_location.source.issn | 2578-0646, 2578-0654 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | False |
| primary_location.source.issn_l | 2578-0646 |
| primary_location.source.is_core | True |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | ES Energy & Environments |
| primary_location.source.host_organization | |
| primary_location.source.host_organization_name | |
| primary_location.license | |
| primary_location.pdf_url | http://www.espublisher.com/uploads/article_pdf/esee8c795.pdf |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | ES Energy & Environment |
| primary_location.landing_page_url | https://doi.org/10.30919/esee8c795 |
| publication_date | 2020-01-01 |
| publication_year | 2020 |
| referenced_works | https://openalex.org/W2908719159, https://openalex.org/W2907087539, https://openalex.org/W2952832141, https://openalex.org/W3006525017, https://openalex.org/W2996975964, https://openalex.org/W3033622286, https://openalex.org/W3037321588, https://openalex.org/W2161336914, https://openalex.org/W3042472090, https://openalex.org/W2923222994, https://openalex.org/W2989644209, https://openalex.org/W2798701005, https://openalex.org/W2765982206, https://openalex.org/W2910222073, https://openalex.org/W2896248501, https://openalex.org/W3099648079, https://openalex.org/W2980314983, https://openalex.org/W2887927526, https://openalex.org/W2988185395, https://openalex.org/W2954836613, https://openalex.org/W2060952824, https://openalex.org/W2999693178, https://openalex.org/W2947375953, https://openalex.org/W2889474878, https://openalex.org/W2987505585, https://openalex.org/W1975003411, https://openalex.org/W2009098820, https://openalex.org/W2883583109, https://openalex.org/W2785942661, https://openalex.org/W2909929882, https://openalex.org/W3007347537, https://openalex.org/W2782975981, https://openalex.org/W2499251813, https://openalex.org/W2991232089, https://openalex.org/W2159772788, https://openalex.org/W2810977803, https://openalex.org/W430601014, https://openalex.org/W1689378316, https://openalex.org/W2974005385, https://openalex.org/W2036120649, https://openalex.org/W2983489158, https://openalex.org/W3003734279, https://openalex.org/W2998673601, https://openalex.org/W2942187093, https://openalex.org/W2625548386, https://openalex.org/W2972475876, https://openalex.org/W2995206248, https://openalex.org/W2543534395, https://openalex.org/W2981933016, https://openalex.org/W2976760890, https://openalex.org/W2092530088, https://openalex.org/W2047234518, https://openalex.org/W2546443935, https://openalex.org/W2809779294, https://openalex.org/W2016839353, https://openalex.org/W2323375072, https://openalex.org/W2754879559, https://openalex.org/W3100276793, https://openalex.org/W3040416015 |
| referenced_works_count | 59 |
| abstract_inverted_index.a | 32 |
| abstract_inverted_index.ML | 60, 72, 174, 211, 231, 261 |
| abstract_inverted_index.as | 31, 132 |
| abstract_inverted_index.be | 74, 234 |
| abstract_inverted_index.by | 183 |
| abstract_inverted_index.in | 42, 56, 125, 199, 207, 215, 228, 254, 262 |
| abstract_inverted_index.is | 1, 15, 94, 175 |
| abstract_inverted_index.of | 5, 11, 34, 59, 81, 100, 106, 113, 128, 139, 147, 158, 197, 202, 248, 260 |
| abstract_inverted_index.on | 61 |
| abstract_inverted_index.or | 186, 226 |
| abstract_inverted_index.to | 16, 21, 64, 96, 154, 161, 172, 178, 190, 236, 241, 244 |
| abstract_inverted_index.and | 7, 20, 53, 78, 92, 119, 141, 143, 160, 181, 188, 204, 223, 256 |
| abstract_inverted_index.are | 66, 252, 265 |
| abstract_inverted_index.can | 73, 232 |
| abstract_inverted_index.has | 37, 150 |
| abstract_inverted_index.out | 195 |
| abstract_inverted_index.the | 2, 12, 25, 43, 46, 49, 57, 98, 104, 110, 114, 126, 163, 167, 229, 249, 257 |
| abstract_inverted_index.CFD, | 101 |
| abstract_inverted_index.Eddy | 122 |
| abstract_inverted_index.also | 152, 233 |
| abstract_inverted_index.been | 151 |
| abstract_inverted_index.cost | 99 |
| abstract_inverted_index.into | 76 |
| abstract_inverted_index.less | 189 |
| abstract_inverted_index.main | 3 |
| abstract_inverted_index.next | 164 |
| abstract_inverted_index.past | 26 |
| abstract_inverted_index.such | 131 |
| abstract_inverted_index.used | 95 |
| abstract_inverted_index.with | 71, 170 |
| abstract_inverted_index.(CFD) | 88 |
| abstract_inverted_index.(ML), | 30 |
| abstract_inverted_index.Large | 121 |
| abstract_inverted_index.could | 193 |
| abstract_inverted_index.fluid | 86 |
| abstract_inverted_index.fuels | 159 |
| abstract_inverted_index.helps | 124 |
| abstract_inverted_index.kinds | 201 |
| abstract_inverted_index.other | 191, 237 |
| abstract_inverted_index.plays | 212 |
| abstract_inverted_index.power | 182, 184, 208 |
| abstract_inverted_index.roles | 214 |
| abstract_inverted_index.scale | 105 |
| abstract_inverted_index.study | 14, 155 |
| abstract_inverted_index.table | 118 |
| abstract_inverted_index.work, | 48 |
| abstract_inverted_index.Charge | 219 |
| abstract_inverted_index.branch | 33 |
| abstract_inverted_index.design | 162 |
| abstract_inverted_index.energy | 6 |
| abstract_inverted_index.figure | 194 |
| abstract_inverted_index.mainly | 176, 243 |
| abstract_inverted_index.memory | 111 |
| abstract_inverted_index.plants | 185 |
| abstract_inverted_index.recent | 54 |
| abstract_inverted_index.reduce | 22, 97 |
| abstract_inverted_index.saving | 109 |
| abstract_inverted_index.source | 4 |
| abstract_inverted_index.status | 52 |
| abstract_inverted_index.theory | 83 |
| abstract_inverted_index.(HCCI), | 222 |
| abstract_inverted_index.applied | 153, 177, 235 |
| abstract_inverted_index.briefly | 67 |
| abstract_inverted_index.control | 225 |
| abstract_inverted_index.current | 51 |
| abstract_inverted_index.density | 116 |
| abstract_inverted_index.details | 255 |
| abstract_inverted_index.divided | 75 |
| abstract_inverted_index.engine, | 217 |
| abstract_inverted_index.fuel.ML | 93 |
| abstract_inverted_index.gaseous | 148 |
| abstract_inverted_index.improve | 17 |
| abstract_inverted_index.include | 84 |
| abstract_inverted_index.machine | 28 |
| abstract_inverted_index.methods | 247 |
| abstract_inverted_index.present | 47 |
| abstract_inverted_index.produce | 179 |
| abstract_inverted_index.regimes | 138 |
| abstract_inverted_index.related | 63, 240 |
| abstract_inverted_index.respect | 171 |
| abstract_inverted_index.storage | 112 |
| abstract_inverted_index.studies | 69, 239, 251 |
| abstract_inverted_index.surface | 146 |
| abstract_inverted_index.various | 200 |
| abstract_inverted_index.Ignition | 221 |
| abstract_inverted_index.cellular | 145 |
| abstract_inverted_index.combined | 70 |
| abstract_inverted_index.decades, | 27 |
| abstract_inverted_index.dynamics | 87 |
| abstract_inverted_index.engines, | 187 |
| abstract_inverted_index.field.In | 45 |
| abstract_inverted_index.fuels.In | 166 |
| abstract_inverted_index.function | 117 |
| abstract_inverted_index.furnaces | 203 |
| abstract_inverted_index.ignition | 140 |
| abstract_inverted_index.learning | 29 |
| abstract_inverted_index.problems | 196 |
| abstract_inverted_index.progress | 55 |
| abstract_inverted_index.reducing | 103 |
| abstract_inverted_index.research | 127, 169 |
| abstract_inverted_index.addition, | 210 |
| abstract_inverted_index.attracted | 38 |
| abstract_inverted_index.biodiesel | 216 |
| abstract_inverted_index.community | 264 |
| abstract_inverted_index.detecting | 133 |
| abstract_inverted_index.emissions | 206 |
| abstract_inverted_index.fields.ML | 192 |
| abstract_inverted_index.important | 213 |
| abstract_inverted_index.including | 102 |
| abstract_inverted_index.mentioned | 250 |
| abstract_inverted_index.objective | 10 |
| abstract_inverted_index.operation | 224 |
| abstract_inverted_index.plants.In | 209 |
| abstract_inverted_index.pollution | 23 |
| abstract_inverted_index.potential | 258 |
| abstract_inverted_index.proposed. | 266 |
| abstract_inverted_index.Combustion | 0 |
| abstract_inverted_index.Homogenous | 218 |
| abstract_inverted_index.artificial | 35 |
| abstract_inverted_index.combustion | 13, 18, 44, 65, 82, 90, 107, 129, 135, 198, 263 |
| abstract_inverted_index.efficiency | 19 |
| abstract_inverted_index.especially | 41 |
| abstract_inverted_index.generation | 165 |
| abstract_inverted_index.increasing | 39 |
| abstract_inverted_index.industrial | 79, 168, 238 |
| abstract_inverted_index.interests, | 40 |
| abstract_inverted_index.mechanism, | 108 |
| abstract_inverted_index.monitoring | 227 |
| abstract_inverted_index.optimizing | 120 |
| abstract_inverted_index.phenomena, | 130 |
| abstract_inverted_index.phenomenon | 91 |
| abstract_inverted_index.portioning | 137 |
| abstract_inverted_index.properties | 157 |
| abstract_inverted_index.researches | 62 |
| abstract_inverted_index.summarized | 253 |
| abstract_inverted_index.Compression | 220 |
| abstract_inverted_index.combustion, | 173, 242 |
| abstract_inverted_index.definition, | 50 |
| abstract_inverted_index.detonation, | 142 |
| abstract_inverted_index.electricity | 180 |
| abstract_inverted_index.matters.The | 246 |
| abstract_inverted_index.particulate | 245 |
| abstract_inverted_index.probability | 115 |
| abstract_inverted_index.simulation, | 89 |
| abstract_inverted_index.theoretical | 77 |
| abstract_inverted_index.applications | 58, 259 |
| abstract_inverted_index.emissions.In | 24 |
| abstract_inverted_index.oscillation, | 136 |
| abstract_inverted_index.Simulation.ML | 123 |
| abstract_inverted_index.computational | 85 |
| abstract_inverted_index.detonation.ML | 149 |
| abstract_inverted_index.environmental | 8 |
| abstract_inverted_index.intelligence, | 36 |
| abstract_inverted_index.pollution.The | 9 |
| abstract_inverted_index.postcombustion | 205 |
| abstract_inverted_index.reconstructing | 144 |
| abstract_inverted_index.thermoacoustic | 134 |
| abstract_inverted_index.aspects.Studies | 80 |
| abstract_inverted_index.physicochemical | 156 |
| abstract_inverted_index.engines.Moreover, | 230 |
| abstract_inverted_index.reviewed.Combustion | 68 |
| cited_by_percentile_year.max | 99 |
| cited_by_percentile_year.min | 97 |
| countries_distinct_count | 1 |
| institutions_distinct_count | 7 |
| citation_normalized_percentile.value | 0.95983222 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | True |