A New Multichannel Parallel Network Framework for the Special Structure of Multilead ECG Article Swipe
Peng Lu
,
Hao Xi
,
Bing Zhou
,
Hongpo Zhang
,
Yusong Lin
,
Li-Wei Chen
,
Yang Gao
,
Yabin Zhang
,
Yanhua Hu
·
YOU?
·
· 2020
· Open Access
·
· DOI: https://doi.org/10.1155/2020/8889483
YOU?
·
· 2020
· Open Access
·
· DOI: https://doi.org/10.1155/2020/8889483
Electrocardiogram (ECG) contains the rhythmic features of continuous heartbeat and morphological features of ECG waveforms and varies among different diseases. Based on ECG signal features, we propose a combination of multiple neural networks, the multichannel parallel neural network (MLCNN-BiLSTM), to explore feature information contained in ECG. The MLCNN channel is used in extracting the morphological features of ECG waveforms. Compared with traditional convolutional neural network (CNN), the MLCNN can accurately extract strong relevant information on multilead ECG while ignoring irrelevant information. It is suitable for the special structures of multilead ECG. The Bidirectional Long Short-Term Memory (BiLSTM) channel is used in extracting the rhythmic features of ECG continuous heartbeat. Finally, by initializing the core threshold parameters and using the backpropagation algorithm to update automatically, the weighted fusion of the temporal-spatial features extracted from multiple channels in parallel is used in exploring the sensitivity of different cardiovascular diseases to morphological and rhythmic features. Experimental results show that the accuracy rate of multiple cardiovascular diseases is 87.81%, sensitivity is 86.00%, and specificity is 87.76%. We proposed the MLCNN-BiLSTM neural network that can be used as the first-round screening tool for clinical diagnosis of ECG.
Related Topics
Concepts
Heartbeat
Computer science
Artificial intelligence
Pattern recognition (psychology)
Initialization
Convolutional neural network
Artificial neural network
Feature (linguistics)
Backpropagation
Sensitivity (control systems)
Waveform
Channel (broadcasting)
Telecommunications
Radar
Computer security
Linguistics
Engineering
Electronic engineering
Programming language
Philosophy
Metadata
- Type
- article
- Language
- en
- Landing Page
- http://doi.org/10.1155/2020/8889483
- https://downloads.hindawi.com/journals/jhe/2020/8889483.pdf
- OA Status
- hybrid
- Cited By
- 3
- References
- 41
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W3110244112
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W3110244112Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1155/2020/8889483Digital Object Identifier
- Title
-
A New Multichannel Parallel Network Framework for the Special Structure of Multilead ECGWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2020Year of publication
- Publication date
-
2020-12-03Full publication date if available
- Authors
-
Peng Lu, Hao Xi, Bing Zhou, Hongpo Zhang, Yusong Lin, Li-Wei Chen, Yang Gao, Yabin Zhang, Yanhua HuList of authors in order
- Landing page
-
https://doi.org/10.1155/2020/8889483Publisher landing page
- PDF URL
-
https://downloads.hindawi.com/journals/jhe/2020/8889483.pdfDirect link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
hybridOpen access status per OpenAlex
- OA URL
-
https://downloads.hindawi.com/journals/jhe/2020/8889483.pdfDirect OA link when available
- Concepts
-
Heartbeat, Computer science, Artificial intelligence, Pattern recognition (psychology), Initialization, Convolutional neural network, Artificial neural network, Feature (linguistics), Backpropagation, Sensitivity (control systems), Waveform, Channel (broadcasting), Telecommunications, Radar, Computer security, Linguistics, Engineering, Electronic engineering, Programming language, PhilosophyTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
3Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 1, 2024: 1, 2022: 1Per-year citation counts (last 5 years)
- References (count)
-
41Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W3110244112 |
|---|---|
| doi | https://doi.org/10.1155/2020/8889483 |
| ids.doi | https://doi.org/10.1155/2020/8889483 |
| ids.mag | 3110244112 |
| ids.pmid | https://pubmed.ncbi.nlm.nih.gov/33343853 |
| ids.openalex | https://openalex.org/W3110244112 |
| fwci | 0.16970498 |
| mesh[0].qualifier_ui | |
| mesh[0].descriptor_ui | D000465 |
| mesh[0].is_major_topic | False |
| mesh[0].qualifier_name | |
| mesh[0].descriptor_name | Algorithms |
| mesh[1].qualifier_ui | |
| mesh[1].descriptor_ui | D002318 |
| mesh[1].is_major_topic | True |
| mesh[1].qualifier_name | |
| mesh[1].descriptor_name | Cardiovascular Diseases |
| mesh[2].qualifier_ui | |
| mesh[2].descriptor_ui | D004562 |
| mesh[2].is_major_topic | True |
| mesh[2].qualifier_name | |
| mesh[2].descriptor_name | Electrocardiography |
| mesh[3].qualifier_ui | |
| mesh[3].descriptor_ui | D006339 |
| mesh[3].is_major_topic | False |
| mesh[3].qualifier_name | |
| mesh[3].descriptor_name | Heart Rate |
| mesh[4].qualifier_ui | |
| mesh[4].descriptor_ui | D006801 |
| mesh[4].is_major_topic | False |
| mesh[4].qualifier_name | |
| mesh[4].descriptor_name | Humans |
| mesh[5].qualifier_ui | |
| mesh[5].descriptor_ui | D016571 |
| mesh[5].is_major_topic | False |
| mesh[5].qualifier_name | |
| mesh[5].descriptor_name | Neural Networks, Computer |
| mesh[6].qualifier_ui | |
| mesh[6].descriptor_ui | D000465 |
| mesh[6].is_major_topic | False |
| mesh[6].qualifier_name | |
| mesh[6].descriptor_name | Algorithms |
| mesh[7].qualifier_ui | |
| mesh[7].descriptor_ui | D002318 |
| mesh[7].is_major_topic | True |
| mesh[7].qualifier_name | |
| mesh[7].descriptor_name | Cardiovascular Diseases |
| mesh[8].qualifier_ui | |
| mesh[8].descriptor_ui | D004562 |
| mesh[8].is_major_topic | True |
| mesh[8].qualifier_name | |
| mesh[8].descriptor_name | Electrocardiography |
| mesh[9].qualifier_ui | |
| mesh[9].descriptor_ui | D006339 |
| mesh[9].is_major_topic | False |
| mesh[9].qualifier_name | |
| mesh[9].descriptor_name | Heart Rate |
| mesh[10].qualifier_ui | |
| mesh[10].descriptor_ui | D006801 |
| mesh[10].is_major_topic | False |
| mesh[10].qualifier_name | |
| mesh[10].descriptor_name | Humans |
| mesh[11].qualifier_ui | |
| mesh[11].descriptor_ui | D016571 |
| mesh[11].is_major_topic | False |
| mesh[11].qualifier_name | |
| mesh[11].descriptor_name | Neural Networks, Computer |
| type | article |
| title | A New Multichannel Parallel Network Framework for the Special Structure of Multilead ECG |
| awards[0].id | https://openalex.org/G4008667818 |
| awards[0].funder_id | https://openalex.org/F4320326153 |
| awards[0].display_name | |
| awards[0].funder_award_id | 2060302 |
| awards[0].funder_display_name | Xinjiang Production and Construction Corps |
| awards[1].id | https://openalex.org/G2695247728 |
| awards[1].funder_id | https://openalex.org/F4320326153 |
| awards[1].display_name | |
| awards[1].funder_award_id | 2018AB017 |
| awards[1].funder_display_name | Xinjiang Production and Construction Corps |
| awards[2].id | https://openalex.org/G1299178498 |
| awards[2].funder_id | https://openalex.org/F4320326153 |
| awards[2].display_name | |
| awards[2].funder_award_id | 18A520011 |
| awards[2].funder_display_name | Xinjiang Production and Construction Corps |
| biblio.issue | |
| biblio.volume | 2020 |
| biblio.last_page | 15 |
| biblio.first_page | 1 |
| topics[0].id | https://openalex.org/T11021 |
| topics[0].field.id | https://openalex.org/fields/27 |
| topics[0].field.display_name | Medicine |
| topics[0].score | 1.0 |
| topics[0].domain.id | https://openalex.org/domains/4 |
| topics[0].domain.display_name | Health Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/2705 |
| topics[0].subfield.display_name | Cardiology and Cardiovascular Medicine |
| topics[0].display_name | ECG Monitoring and Analysis |
| topics[1].id | https://openalex.org/T10429 |
| topics[1].field.id | https://openalex.org/fields/28 |
| topics[1].field.display_name | Neuroscience |
| topics[1].score | 0.9966999888420105 |
| topics[1].domain.id | https://openalex.org/domains/1 |
| topics[1].domain.display_name | Life Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/2805 |
| topics[1].subfield.display_name | Cognitive Neuroscience |
| topics[1].display_name | EEG and Brain-Computer Interfaces |
| topics[2].id | https://openalex.org/T11196 |
| topics[2].field.id | https://openalex.org/fields/22 |
| topics[2].field.display_name | Engineering |
| topics[2].score | 0.9847000241279602 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/2204 |
| topics[2].subfield.display_name | Biomedical Engineering |
| topics[2].display_name | Non-Invasive Vital Sign Monitoring |
| funders[0].id | https://openalex.org/F4320326153 |
| funders[0].ror | https://ror.org/03hcmxw73 |
| funders[0].display_name | Xinjiang Production and Construction Corps |
| is_xpac | False |
| apc_list.value | 2100 |
| apc_list.currency | USD |
| apc_list.value_usd | 2100 |
| apc_paid.value | 2100 |
| apc_paid.currency | USD |
| apc_paid.value_usd | 2100 |
| concepts[0].id | https://openalex.org/C13852961 |
| concepts[0].level | 2 |
| concepts[0].score | 0.8471294641494751 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q17021880 |
| concepts[0].display_name | Heartbeat |
| concepts[1].id | https://openalex.org/C41008148 |
| concepts[1].level | 0 |
| concepts[1].score | 0.7838010787963867 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q21198 |
| concepts[1].display_name | Computer science |
| concepts[2].id | https://openalex.org/C154945302 |
| concepts[2].level | 1 |
| concepts[2].score | 0.7124661207199097 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q11660 |
| concepts[2].display_name | Artificial intelligence |
| concepts[3].id | https://openalex.org/C153180895 |
| concepts[3].level | 2 |
| concepts[3].score | 0.6846909523010254 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q7148389 |
| concepts[3].display_name | Pattern recognition (psychology) |
| concepts[4].id | https://openalex.org/C114466953 |
| concepts[4].level | 2 |
| concepts[4].score | 0.6621505618095398 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q6034165 |
| concepts[4].display_name | Initialization |
| concepts[5].id | https://openalex.org/C81363708 |
| concepts[5].level | 2 |
| concepts[5].score | 0.6351115107536316 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q17084460 |
| concepts[5].display_name | Convolutional neural network |
| concepts[6].id | https://openalex.org/C50644808 |
| concepts[6].level | 2 |
| concepts[6].score | 0.6028427481651306 |
| concepts[6].wikidata | https://www.wikidata.org/wiki/Q192776 |
| concepts[6].display_name | Artificial neural network |
| concepts[7].id | https://openalex.org/C2776401178 |
| concepts[7].level | 2 |
| concepts[7].score | 0.523287832736969 |
| concepts[7].wikidata | https://www.wikidata.org/wiki/Q12050496 |
| concepts[7].display_name | Feature (linguistics) |
| concepts[8].id | https://openalex.org/C155032097 |
| concepts[8].level | 3 |
| concepts[8].score | 0.49451372027397156 |
| concepts[8].wikidata | https://www.wikidata.org/wiki/Q798503 |
| concepts[8].display_name | Backpropagation |
| concepts[9].id | https://openalex.org/C21200559 |
| concepts[9].level | 2 |
| concepts[9].score | 0.4867822825908661 |
| concepts[9].wikidata | https://www.wikidata.org/wiki/Q7451068 |
| concepts[9].display_name | Sensitivity (control systems) |
| concepts[10].id | https://openalex.org/C197424946 |
| concepts[10].level | 3 |
| concepts[10].score | 0.45718878507614136 |
| concepts[10].wikidata | https://www.wikidata.org/wiki/Q1165717 |
| concepts[10].display_name | Waveform |
| concepts[11].id | https://openalex.org/C127162648 |
| concepts[11].level | 2 |
| concepts[11].score | 0.4316667914390564 |
| concepts[11].wikidata | https://www.wikidata.org/wiki/Q16858953 |
| concepts[11].display_name | Channel (broadcasting) |
| concepts[12].id | https://openalex.org/C76155785 |
| concepts[12].level | 1 |
| concepts[12].score | 0.05518844723701477 |
| concepts[12].wikidata | https://www.wikidata.org/wiki/Q418 |
| concepts[12].display_name | Telecommunications |
| concepts[13].id | https://openalex.org/C554190296 |
| concepts[13].level | 2 |
| concepts[13].score | 0.0 |
| concepts[13].wikidata | https://www.wikidata.org/wiki/Q47528 |
| concepts[13].display_name | Radar |
| concepts[14].id | https://openalex.org/C38652104 |
| concepts[14].level | 1 |
| concepts[14].score | 0.0 |
| concepts[14].wikidata | https://www.wikidata.org/wiki/Q3510521 |
| concepts[14].display_name | Computer security |
| concepts[15].id | https://openalex.org/C41895202 |
| concepts[15].level | 1 |
| concepts[15].score | 0.0 |
| concepts[15].wikidata | https://www.wikidata.org/wiki/Q8162 |
| concepts[15].display_name | Linguistics |
| concepts[16].id | https://openalex.org/C127413603 |
| concepts[16].level | 0 |
| concepts[16].score | 0.0 |
| concepts[16].wikidata | https://www.wikidata.org/wiki/Q11023 |
| concepts[16].display_name | Engineering |
| concepts[17].id | https://openalex.org/C24326235 |
| concepts[17].level | 1 |
| concepts[17].score | 0.0 |
| concepts[17].wikidata | https://www.wikidata.org/wiki/Q126095 |
| concepts[17].display_name | Electronic engineering |
| concepts[18].id | https://openalex.org/C199360897 |
| concepts[18].level | 1 |
| concepts[18].score | 0.0 |
| concepts[18].wikidata | https://www.wikidata.org/wiki/Q9143 |
| concepts[18].display_name | Programming language |
| concepts[19].id | https://openalex.org/C138885662 |
| concepts[19].level | 0 |
| concepts[19].score | 0.0 |
| concepts[19].wikidata | https://www.wikidata.org/wiki/Q5891 |
| concepts[19].display_name | Philosophy |
| keywords[0].id | https://openalex.org/keywords/heartbeat |
| keywords[0].score | 0.8471294641494751 |
| keywords[0].display_name | Heartbeat |
| keywords[1].id | https://openalex.org/keywords/computer-science |
| keywords[1].score | 0.7838010787963867 |
| keywords[1].display_name | Computer science |
| keywords[2].id | https://openalex.org/keywords/artificial-intelligence |
| keywords[2].score | 0.7124661207199097 |
| keywords[2].display_name | Artificial intelligence |
| keywords[3].id | https://openalex.org/keywords/pattern-recognition |
| keywords[3].score | 0.6846909523010254 |
| keywords[3].display_name | Pattern recognition (psychology) |
| keywords[4].id | https://openalex.org/keywords/initialization |
| keywords[4].score | 0.6621505618095398 |
| keywords[4].display_name | Initialization |
| keywords[5].id | https://openalex.org/keywords/convolutional-neural-network |
| keywords[5].score | 0.6351115107536316 |
| keywords[5].display_name | Convolutional neural network |
| keywords[6].id | https://openalex.org/keywords/artificial-neural-network |
| keywords[6].score | 0.6028427481651306 |
| keywords[6].display_name | Artificial neural network |
| keywords[7].id | https://openalex.org/keywords/feature |
| keywords[7].score | 0.523287832736969 |
| keywords[7].display_name | Feature (linguistics) |
| keywords[8].id | https://openalex.org/keywords/backpropagation |
| keywords[8].score | 0.49451372027397156 |
| keywords[8].display_name | Backpropagation |
| keywords[9].id | https://openalex.org/keywords/sensitivity |
| keywords[9].score | 0.4867822825908661 |
| keywords[9].display_name | Sensitivity (control systems) |
| keywords[10].id | https://openalex.org/keywords/waveform |
| keywords[10].score | 0.45718878507614136 |
| keywords[10].display_name | Waveform |
| keywords[11].id | https://openalex.org/keywords/channel |
| keywords[11].score | 0.4316667914390564 |
| keywords[11].display_name | Channel (broadcasting) |
| keywords[12].id | https://openalex.org/keywords/telecommunications |
| keywords[12].score | 0.05518844723701477 |
| keywords[12].display_name | Telecommunications |
| language | en |
| locations[0].id | doi:10.1155/2020/8889483 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S36625193 |
| locations[0].source.issn | 2040-2295, 2040-2309 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | False |
| locations[0].source.issn_l | 2040-2295 |
| locations[0].source.is_core | True |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | Journal of Healthcare Engineering |
| locations[0].source.host_organization | https://openalex.org/P4310319869 |
| locations[0].source.host_organization_name | Hindawi Publishing Corporation |
| locations[0].source.host_organization_lineage | https://openalex.org/P4310319869 |
| locations[0].source.host_organization_lineage_names | Hindawi Publishing Corporation |
| locations[0].license | cc-by |
| locations[0].pdf_url | https://downloads.hindawi.com/journals/jhe/2020/8889483.pdf |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | https://openalex.org/licenses/cc-by |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | Journal of Healthcare Engineering |
| locations[0].landing_page_url | http://doi.org/10.1155/2020/8889483 |
| locations[1].id | pmid:33343853 |
| locations[1].is_oa | False |
| locations[1].source.id | https://openalex.org/S4306525036 |
| locations[1].source.issn | |
| locations[1].source.type | repository |
| locations[1].source.is_oa | False |
| locations[1].source.issn_l | |
| locations[1].source.is_core | False |
| locations[1].source.is_in_doaj | False |
| locations[1].source.display_name | PubMed |
| locations[1].source.host_organization | https://openalex.org/I1299303238 |
| locations[1].source.host_organization_name | National Institutes of Health |
| locations[1].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[1].license | |
| locations[1].pdf_url | |
| locations[1].version | publishedVersion |
| locations[1].raw_type | |
| locations[1].license_id | |
| locations[1].is_accepted | True |
| locations[1].is_published | True |
| locations[1].raw_source_name | Journal of healthcare engineering |
| locations[1].landing_page_url | https://pubmed.ncbi.nlm.nih.gov/33343853 |
| locations[2].id | pmh:oai:doaj.org/article:13b71fb775fb4f148ccf855595c4ff9a |
| locations[2].is_oa | True |
| locations[2].source.id | https://openalex.org/S4306401280 |
| locations[2].source.issn | |
| locations[2].source.type | repository |
| locations[2].source.is_oa | False |
| locations[2].source.issn_l | |
| locations[2].source.is_core | False |
| locations[2].source.is_in_doaj | False |
| locations[2].source.display_name | DOAJ (DOAJ: Directory of Open Access Journals) |
| locations[2].source.host_organization | |
| locations[2].source.host_organization_name | |
| locations[2].license | cc-by-sa |
| locations[2].pdf_url | |
| locations[2].version | submittedVersion |
| locations[2].raw_type | article |
| locations[2].license_id | https://openalex.org/licenses/cc-by-sa |
| locations[2].is_accepted | False |
| locations[2].is_published | False |
| locations[2].raw_source_name | Journal of Healthcare Engineering, Vol 2020 (2020) |
| locations[2].landing_page_url | https://doaj.org/article/13b71fb775fb4f148ccf855595c4ff9a |
| locations[3].id | pmh:oai:hindawi.com:10.1155/2020/8889483 |
| locations[3].is_oa | True |
| locations[3].source.id | https://openalex.org/S4306400340 |
| locations[3].source.issn | |
| locations[3].source.type | repository |
| locations[3].source.is_oa | False |
| locations[3].source.issn_l | |
| locations[3].source.is_core | False |
| locations[3].source.is_in_doaj | False |
| locations[3].source.display_name | Hindawi Journal of Chemistry (Hindawi) |
| locations[3].source.host_organization | https://openalex.org/I4210126990 |
| locations[3].source.host_organization_name | Hindawi (United Kingdom) |
| locations[3].source.host_organization_lineage | https://openalex.org/I4210126990 |
| locations[3].license | cc-by |
| locations[3].pdf_url | |
| locations[3].version | submittedVersion |
| locations[3].raw_type | Research Article |
| locations[3].license_id | https://openalex.org/licenses/cc-by |
| locations[3].is_accepted | False |
| locations[3].is_published | False |
| locations[3].raw_source_name | |
| locations[3].landing_page_url | https://doi.org/10.1155/2020/8889483 |
| locations[4].id | pmh:oai:pubmedcentral.nih.gov:7728482 |
| locations[4].is_oa | True |
| locations[4].source.id | https://openalex.org/S2764455111 |
| locations[4].source.issn | |
| locations[4].source.type | repository |
| locations[4].source.is_oa | False |
| locations[4].source.issn_l | |
| locations[4].source.is_core | False |
| locations[4].source.is_in_doaj | False |
| locations[4].source.display_name | PubMed Central |
| locations[4].source.host_organization | https://openalex.org/I1299303238 |
| locations[4].source.host_organization_name | National Institutes of Health |
| locations[4].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[4].license | cc-by |
| locations[4].pdf_url | |
| locations[4].version | submittedVersion |
| locations[4].raw_type | Text |
| locations[4].license_id | https://openalex.org/licenses/cc-by |
| locations[4].is_accepted | False |
| locations[4].is_published | False |
| locations[4].raw_source_name | J Healthc Eng |
| locations[4].landing_page_url | https://www.ncbi.nlm.nih.gov/pmc/articles/7728482 |
| indexed_in | crossref, doaj, pubmed |
| authorships[0].author.id | https://openalex.org/A5087827150 |
| authorships[0].author.orcid | https://orcid.org/0000-0002-1125-9507 |
| authorships[0].author.display_name | Peng Lu |
| authorships[0].countries | CN |
| authorships[0].affiliations[0].raw_affiliation_string | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China |
| authorships[0].affiliations[1].institution_ids | https://openalex.org/I38877650 |
| authorships[0].affiliations[1].raw_affiliation_string | Department of Automation, School of Electrical Engineering, Zhengzhou University, Zhengzhou 450001, China |
| authorships[0].institutions[0].id | https://openalex.org/I38877650 |
| authorships[0].institutions[0].ror | https://ror.org/04ypx8c21 |
| authorships[0].institutions[0].type | education |
| authorships[0].institutions[0].lineage | https://openalex.org/I38877650 |
| authorships[0].institutions[0].country_code | CN |
| authorships[0].institutions[0].display_name | Zhengzhou University |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Peng Lu |
| authorships[0].is_corresponding | True |
| authorships[0].raw_affiliation_strings | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China, Department of Automation, School of Electrical Engineering, Zhengzhou University, Zhengzhou 450001, China |
| authorships[1].author.id | https://openalex.org/A5059416794 |
| authorships[1].author.orcid | https://orcid.org/0000-0002-8198-6873 |
| authorships[1].author.display_name | Hao Xi |
| authorships[1].countries | CN |
| authorships[1].affiliations[0].raw_affiliation_string | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China |
| authorships[1].affiliations[1].institution_ids | https://openalex.org/I38877650 |
| authorships[1].affiliations[1].raw_affiliation_string | School of Information Engineering, Zhengzhou University, Zhengzhou 450001, China |
| authorships[1].institutions[0].id | https://openalex.org/I38877650 |
| authorships[1].institutions[0].ror | https://ror.org/04ypx8c21 |
| authorships[1].institutions[0].type | education |
| authorships[1].institutions[0].lineage | https://openalex.org/I38877650 |
| authorships[1].institutions[0].country_code | CN |
| authorships[1].institutions[0].display_name | Zhengzhou University |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Hao Xi |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China, School of Information Engineering, Zhengzhou University, Zhengzhou 450001, China |
| authorships[2].author.id | https://openalex.org/A5028397253 |
| authorships[2].author.orcid | https://orcid.org/0000-0003-3446-3903 |
| authorships[2].author.display_name | Bing Zhou |
| authorships[2].countries | CN |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I38877650 |
| authorships[2].affiliations[0].raw_affiliation_string | School of Information Engineering, Zhengzhou University, Zhengzhou 450001, China |
| authorships[2].affiliations[1].raw_affiliation_string | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China |
| authorships[2].institutions[0].id | https://openalex.org/I38877650 |
| authorships[2].institutions[0].ror | https://ror.org/04ypx8c21 |
| authorships[2].institutions[0].type | education |
| authorships[2].institutions[0].lineage | https://openalex.org/I38877650 |
| authorships[2].institutions[0].country_code | CN |
| authorships[2].institutions[0].display_name | Zhengzhou University |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Bing Zhou |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China, School of Information Engineering, Zhengzhou University, Zhengzhou 450001, China |
| authorships[3].author.id | https://openalex.org/A5047508877 |
| authorships[3].author.orcid | https://orcid.org/0000-0003-3485-8470 |
| authorships[3].author.display_name | Hongpo Zhang |
| authorships[3].affiliations[0].raw_affiliation_string | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China |
| authorships[3].affiliations[1].raw_affiliation_string | State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou 450001, China |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | Hongpo Zhang |
| authorships[3].is_corresponding | False |
| authorships[3].raw_affiliation_strings | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China, State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou 450001, China |
| authorships[4].author.id | https://openalex.org/A5080806594 |
| authorships[4].author.orcid | https://orcid.org/0000-0002-2284-5763 |
| authorships[4].author.display_name | Yusong Lin |
| authorships[4].countries | CN |
| authorships[4].affiliations[0].institution_ids | https://openalex.org/I38877650 |
| authorships[4].affiliations[0].raw_affiliation_string | School of Software, Zhengzhou University, Zhengzhou 450002, China |
| authorships[4].affiliations[1].raw_affiliation_string | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China |
| authorships[4].institutions[0].id | https://openalex.org/I38877650 |
| authorships[4].institutions[0].ror | https://ror.org/04ypx8c21 |
| authorships[4].institutions[0].type | education |
| authorships[4].institutions[0].lineage | https://openalex.org/I38877650 |
| authorships[4].institutions[0].country_code | CN |
| authorships[4].institutions[0].display_name | Zhengzhou University |
| authorships[4].author_position | middle |
| authorships[4].raw_author_name | Yusong Lin |
| authorships[4].is_corresponding | False |
| authorships[4].raw_affiliation_strings | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China, School of Software, Zhengzhou University, Zhengzhou 450002, China |
| authorships[5].author.id | https://openalex.org/A5100625779 |
| authorships[5].author.orcid | https://orcid.org/0000-0002-3618-0256 |
| authorships[5].author.display_name | Li-Wei Chen |
| authorships[5].countries | CN |
| authorships[5].affiliations[0].institution_ids | https://openalex.org/I38877650 |
| authorships[5].affiliations[0].raw_affiliation_string | Department of Automation, School of Electrical Engineering, Zhengzhou University, Zhengzhou 450001, China |
| authorships[5].institutions[0].id | https://openalex.org/I38877650 |
| authorships[5].institutions[0].ror | https://ror.org/04ypx8c21 |
| authorships[5].institutions[0].type | education |
| authorships[5].institutions[0].lineage | https://openalex.org/I38877650 |
| authorships[5].institutions[0].country_code | CN |
| authorships[5].institutions[0].display_name | Zhengzhou University |
| authorships[5].author_position | middle |
| authorships[5].raw_author_name | Liwei Chen |
| authorships[5].is_corresponding | False |
| authorships[5].raw_affiliation_strings | Department of Automation, School of Electrical Engineering, Zhengzhou University, Zhengzhou 450001, China |
| authorships[6].author.id | https://openalex.org/A5100324786 |
| authorships[6].author.orcid | https://orcid.org/0000-0001-5075-4079 |
| authorships[6].author.display_name | Yang Gao |
| authorships[6].countries | CN |
| authorships[6].affiliations[0].institution_ids | https://openalex.org/I38877650 |
| authorships[6].affiliations[0].raw_affiliation_string | School of Information Engineering, Zhengzhou University, Zhengzhou 450001, China |
| authorships[6].affiliations[1].raw_affiliation_string | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China |
| authorships[6].institutions[0].id | https://openalex.org/I38877650 |
| authorships[6].institutions[0].ror | https://ror.org/04ypx8c21 |
| authorships[6].institutions[0].type | education |
| authorships[6].institutions[0].lineage | https://openalex.org/I38877650 |
| authorships[6].institutions[0].country_code | CN |
| authorships[6].institutions[0].display_name | Zhengzhou University |
| authorships[6].author_position | middle |
| authorships[6].raw_author_name | Yang Gao |
| authorships[6].is_corresponding | False |
| authorships[6].raw_affiliation_strings | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China, School of Information Engineering, Zhengzhou University, Zhengzhou 450001, China |
| authorships[7].author.id | https://openalex.org/A5100681558 |
| authorships[7].author.orcid | https://orcid.org/0000-0002-3170-1286 |
| authorships[7].author.display_name | Yabin Zhang |
| authorships[7].countries | CN |
| authorships[7].affiliations[0].institution_ids | https://openalex.org/I38877650 |
| authorships[7].affiliations[0].raw_affiliation_string | School of Information Engineering, Zhengzhou University, Zhengzhou 450001, China |
| authorships[7].affiliations[1].raw_affiliation_string | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China |
| authorships[7].institutions[0].id | https://openalex.org/I38877650 |
| authorships[7].institutions[0].ror | https://ror.org/04ypx8c21 |
| authorships[7].institutions[0].type | education |
| authorships[7].institutions[0].lineage | https://openalex.org/I38877650 |
| authorships[7].institutions[0].country_code | CN |
| authorships[7].institutions[0].display_name | Zhengzhou University |
| authorships[7].author_position | middle |
| authorships[7].raw_author_name | Yabin Zhang |
| authorships[7].is_corresponding | False |
| authorships[7].raw_affiliation_strings | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China, School of Information Engineering, Zhengzhou University, Zhengzhou 450001, China |
| authorships[8].author.id | https://openalex.org/A5036831600 |
| authorships[8].author.orcid | https://orcid.org/0000-0002-8149-5636 |
| authorships[8].author.display_name | Yanhua Hu |
| authorships[8].countries | CN |
| authorships[8].affiliations[0].raw_affiliation_string | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China |
| authorships[8].affiliations[1].institution_ids | https://openalex.org/I38877650 |
| authorships[8].affiliations[1].raw_affiliation_string | School of Information Engineering, Zhengzhou University, Zhengzhou 450001, China |
| authorships[8].institutions[0].id | https://openalex.org/I38877650 |
| authorships[8].institutions[0].ror | https://ror.org/04ypx8c21 |
| authorships[8].institutions[0].type | education |
| authorships[8].institutions[0].lineage | https://openalex.org/I38877650 |
| authorships[8].institutions[0].country_code | CN |
| authorships[8].institutions[0].display_name | Zhengzhou University |
| authorships[8].author_position | last |
| authorships[8].raw_author_name | Yanhua Hu |
| authorships[8].is_corresponding | False |
| authorships[8].raw_affiliation_strings | Collaborative Innovation Center of Internet Healthcare, Zhengzhou 450052, China, School of Information Engineering, Zhengzhou University, Zhengzhou 450001, China |
| has_content.pdf | True |
| has_content.grobid_xml | True |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://downloads.hindawi.com/journals/jhe/2020/8889483.pdf |
| open_access.oa_status | hybrid |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | A New Multichannel Parallel Network Framework for the Special Structure of Multilead ECG |
| has_fulltext | True |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T11021 |
| primary_topic.field.id | https://openalex.org/fields/27 |
| primary_topic.field.display_name | Medicine |
| primary_topic.score | 1.0 |
| primary_topic.domain.id | https://openalex.org/domains/4 |
| primary_topic.domain.display_name | Health Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/2705 |
| primary_topic.subfield.display_name | Cardiology and Cardiovascular Medicine |
| primary_topic.display_name | ECG Monitoring and Analysis |
| related_works | https://openalex.org/W4385543909, https://openalex.org/W3039320222, https://openalex.org/W3199640442, https://openalex.org/W1898280036, https://openalex.org/W2315807364, https://openalex.org/W3204184292, https://openalex.org/W2382278803, https://openalex.org/W2376695684, https://openalex.org/W2803040299, https://openalex.org/W4386939572 |
| cited_by_count | 3 |
| counts_by_year[0].year | 2025 |
| counts_by_year[0].cited_by_count | 1 |
| counts_by_year[1].year | 2024 |
| counts_by_year[1].cited_by_count | 1 |
| counts_by_year[2].year | 2022 |
| counts_by_year[2].cited_by_count | 1 |
| locations_count | 5 |
| best_oa_location.id | doi:10.1155/2020/8889483 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S36625193 |
| best_oa_location.source.issn | 2040-2295, 2040-2309 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | False |
| best_oa_location.source.issn_l | 2040-2295 |
| best_oa_location.source.is_core | True |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | Journal of Healthcare Engineering |
| best_oa_location.source.host_organization | https://openalex.org/P4310319869 |
| best_oa_location.source.host_organization_name | Hindawi Publishing Corporation |
| best_oa_location.source.host_organization_lineage | https://openalex.org/P4310319869 |
| best_oa_location.source.host_organization_lineage_names | Hindawi Publishing Corporation |
| best_oa_location.license | cc-by |
| best_oa_location.pdf_url | https://downloads.hindawi.com/journals/jhe/2020/8889483.pdf |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | https://openalex.org/licenses/cc-by |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | Journal of Healthcare Engineering |
| best_oa_location.landing_page_url | http://doi.org/10.1155/2020/8889483 |
| primary_location.id | doi:10.1155/2020/8889483 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S36625193 |
| primary_location.source.issn | 2040-2295, 2040-2309 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | False |
| primary_location.source.issn_l | 2040-2295 |
| primary_location.source.is_core | True |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | Journal of Healthcare Engineering |
| primary_location.source.host_organization | https://openalex.org/P4310319869 |
| primary_location.source.host_organization_name | Hindawi Publishing Corporation |
| primary_location.source.host_organization_lineage | https://openalex.org/P4310319869 |
| primary_location.source.host_organization_lineage_names | Hindawi Publishing Corporation |
| primary_location.license | cc-by |
| primary_location.pdf_url | https://downloads.hindawi.com/journals/jhe/2020/8889483.pdf |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | https://openalex.org/licenses/cc-by |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | Journal of Healthcare Engineering |
| primary_location.landing_page_url | http://doi.org/10.1155/2020/8889483 |
| publication_date | 2020-12-03 |
| publication_year | 2020 |
| referenced_works | https://openalex.org/W2749063783, https://openalex.org/W2797694788, https://openalex.org/W2038136548, https://openalex.org/W2800884944, https://openalex.org/W2950264677, https://openalex.org/W3013966144, https://openalex.org/W2887119478, https://openalex.org/W2902644322, https://openalex.org/W2781924583, https://openalex.org/W2807367691, https://openalex.org/W6767679818, https://openalex.org/W2806806521, https://openalex.org/W6668496133, https://openalex.org/W3007419710, https://openalex.org/W3012885534, https://openalex.org/W2008429100, https://openalex.org/W2809254203, https://openalex.org/W2794557162, https://openalex.org/W2953193031, https://openalex.org/W6698183232, https://openalex.org/W1836465849, https://openalex.org/W2886982273, https://openalex.org/W2066226976, https://openalex.org/W2889838428, https://openalex.org/W2603308191, https://openalex.org/W2907328574, https://openalex.org/W2946881590, https://openalex.org/W2795285760, https://openalex.org/W2090916474, https://openalex.org/W7074028758, https://openalex.org/W7024082562, https://openalex.org/W2622380070, https://openalex.org/W2924715036, https://openalex.org/W2522692516, https://openalex.org/W7008933654, https://openalex.org/W2315988266, https://openalex.org/W1995685710, https://openalex.org/W2973047679, https://openalex.org/W3151029632, https://openalex.org/W4229921563, https://openalex.org/W2072299308 |
| referenced_works_count | 41 |
| abstract_inverted_index.a | 27 |
| abstract_inverted_index.It | 81 |
| abstract_inverted_index.We | 172 |
| abstract_inverted_index.as | 182 |
| abstract_inverted_index.be | 180 |
| abstract_inverted_index.by | 110 |
| abstract_inverted_index.in | 44, 51, 100, 135, 139 |
| abstract_inverted_index.is | 49, 82, 98, 137, 163, 166, 170 |
| abstract_inverted_index.of | 6, 12, 29, 56, 88, 105, 127, 143, 159, 190 |
| abstract_inverted_index.on | 21, 74 |
| abstract_inverted_index.to | 39, 121, 147 |
| abstract_inverted_index.we | 25 |
| abstract_inverted_index.ECG | 13, 22, 57, 76, 106 |
| abstract_inverted_index.The | 46, 91 |
| abstract_inverted_index.and | 9, 15, 116, 149, 168 |
| abstract_inverted_index.can | 68, 179 |
| abstract_inverted_index.for | 84, 187 |
| abstract_inverted_index.the | 3, 33, 53, 66, 85, 102, 112, 118, 124, 128, 141, 156, 174, 183 |
| abstract_inverted_index.ECG. | 45, 90, 191 |
| abstract_inverted_index.Long | 93 |
| abstract_inverted_index.core | 113 |
| abstract_inverted_index.from | 132 |
| abstract_inverted_index.rate | 158 |
| abstract_inverted_index.show | 154 |
| abstract_inverted_index.that | 155, 178 |
| abstract_inverted_index.tool | 186 |
| abstract_inverted_index.used | 50, 99, 138, 181 |
| abstract_inverted_index.with | 60 |
| abstract_inverted_index.(ECG) | 1 |
| abstract_inverted_index.Based | 20 |
| abstract_inverted_index.MLCNN | 47, 67 |
| abstract_inverted_index.among | 17 |
| abstract_inverted_index.using | 117 |
| abstract_inverted_index.while | 77 |
| abstract_inverted_index.(CNN), | 65 |
| abstract_inverted_index.Memory | 95 |
| abstract_inverted_index.fusion | 126 |
| abstract_inverted_index.neural | 31, 36, 63, 176 |
| abstract_inverted_index.signal | 23 |
| abstract_inverted_index.strong | 71 |
| abstract_inverted_index.update | 122 |
| abstract_inverted_index.varies | 16 |
| abstract_inverted_index.86.00%, | 167 |
| abstract_inverted_index.87.76%. | 171 |
| abstract_inverted_index.87.81%, | 164 |
| abstract_inverted_index.channel | 48, 97 |
| abstract_inverted_index.explore | 40 |
| abstract_inverted_index.extract | 70 |
| abstract_inverted_index.feature | 41 |
| abstract_inverted_index.network | 37, 64, 177 |
| abstract_inverted_index.propose | 26 |
| abstract_inverted_index.results | 153 |
| abstract_inverted_index.special | 86 |
| abstract_inverted_index.(BiLSTM) | 96 |
| abstract_inverted_index.Compared | 59 |
| abstract_inverted_index.Finally, | 109 |
| abstract_inverted_index.accuracy | 157 |
| abstract_inverted_index.channels | 134 |
| abstract_inverted_index.clinical | 188 |
| abstract_inverted_index.contains | 2 |
| abstract_inverted_index.diseases | 146, 162 |
| abstract_inverted_index.features | 5, 11, 55, 104, 130 |
| abstract_inverted_index.ignoring | 78 |
| abstract_inverted_index.multiple | 30, 133, 160 |
| abstract_inverted_index.parallel | 35, 136 |
| abstract_inverted_index.proposed | 173 |
| abstract_inverted_index.relevant | 72 |
| abstract_inverted_index.rhythmic | 4, 103, 150 |
| abstract_inverted_index.suitable | 83 |
| abstract_inverted_index.weighted | 125 |
| abstract_inverted_index.algorithm | 120 |
| abstract_inverted_index.contained | 43 |
| abstract_inverted_index.diagnosis | 189 |
| abstract_inverted_index.different | 18, 144 |
| abstract_inverted_index.diseases. | 19 |
| abstract_inverted_index.exploring | 140 |
| abstract_inverted_index.extracted | 131 |
| abstract_inverted_index.features, | 24 |
| abstract_inverted_index.features. | 151 |
| abstract_inverted_index.heartbeat | 8 |
| abstract_inverted_index.multilead | 75, 89 |
| abstract_inverted_index.networks, | 32 |
| abstract_inverted_index.screening | 185 |
| abstract_inverted_index.threshold | 114 |
| abstract_inverted_index.waveforms | 14 |
| abstract_inverted_index.Short-Term | 94 |
| abstract_inverted_index.accurately | 69 |
| abstract_inverted_index.continuous | 7, 107 |
| abstract_inverted_index.extracting | 52, 101 |
| abstract_inverted_index.heartbeat. | 108 |
| abstract_inverted_index.irrelevant | 79 |
| abstract_inverted_index.parameters | 115 |
| abstract_inverted_index.structures | 87 |
| abstract_inverted_index.waveforms. | 58 |
| abstract_inverted_index.combination | 28 |
| abstract_inverted_index.first-round | 184 |
| abstract_inverted_index.information | 42, 73 |
| abstract_inverted_index.sensitivity | 142, 165 |
| abstract_inverted_index.specificity | 169 |
| abstract_inverted_index.traditional | 61 |
| abstract_inverted_index.Experimental | 152 |
| abstract_inverted_index.MLCNN-BiLSTM | 175 |
| abstract_inverted_index.information. | 80 |
| abstract_inverted_index.initializing | 111 |
| abstract_inverted_index.multichannel | 34 |
| abstract_inverted_index.Bidirectional | 92 |
| abstract_inverted_index.convolutional | 62 |
| abstract_inverted_index.morphological | 10, 54, 148 |
| abstract_inverted_index.automatically, | 123 |
| abstract_inverted_index.cardiovascular | 145, 161 |
| abstract_inverted_index.(MLCNN-BiLSTM), | 38 |
| abstract_inverted_index.backpropagation | 119 |
| abstract_inverted_index.temporal-spatial | 129 |
| abstract_inverted_index.Electrocardiogram | 0 |
| cited_by_percentile_year.max | 95 |
| cited_by_percentile_year.min | 89 |
| corresponding_author_ids | https://openalex.org/A5087827150 |
| countries_distinct_count | 1 |
| institutions_distinct_count | 9 |
| corresponding_institution_ids | https://openalex.org/I38877650 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/3 |
| sustainable_development_goals[0].score | 0.5 |
| sustainable_development_goals[0].display_name | Good health and well-being |
| citation_normalized_percentile.value | 0.56270822 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |