Linear Phase Sharp Transition BPF to Detect Noninvasive Maternal and Fetal Heart Rate

Fetal heart rate (FHR) detection can be monitored using either direct fetal scalp electrode recording (invasive) or by indirect noninvasive technique. Weeks before delivery, the invasive method poses a risk factor to the fetus, while the latter provides accurate fetal ECG (FECG) information which ca...

Full description

Saved in:
Bibliographic Details
Published inJournal of healthcare engineering Vol. 2018; no. 2018; pp. 1 - 14
Main Authors Marchon, Niyan, Pai, K. R., Naik, Gourish
Format Journal Article
LanguageEnglish
Published Cairo, Egypt Hindawi Publishing Corporation 01.01.2018
Hindawi
John Wiley & Sons, Inc
Subjects
Online AccessGet full text
ISSN2040-2295
2040-2309
2040-2309
DOI10.1155/2018/5485728

Cover

Abstract Fetal heart rate (FHR) detection can be monitored using either direct fetal scalp electrode recording (invasive) or by indirect noninvasive technique. Weeks before delivery, the invasive method poses a risk factor to the fetus, while the latter provides accurate fetal ECG (FECG) information which can help diagnose fetal’s well-being. Our technique employs variable order linear phase sharp transition (LPST) FIR band-pass filter which shows improved stopband attenuation at higher filter orders. The fetal frequency fiduciary edges form the band edges of the filter characterized by varying amounts of overlap of maternal ECG (MECG) spectrum. The one with the minimum maternal spectrum overlap was found to be optimum with no power line interference and maximum fetal heart beats being detected. The improved filtering is reflected in the enhancement of the performance of the fetal QRS detector (FQRS). The improvement has also occurred in fetal heart rate obtained using our algorithm which is in close agreement with the true reference (i.e., invasive fetal scalp ECG). The performance parameters of the FQRS detector such as sensitivity (Se), positive predictive value (PPV), and accuracy (F1) were found to improve even for lower filter order. The same technique was extended to evaluate maternal QRS detector (MQRS) and found to yield satisfactory maternal heart rate (MHR) results.
AbstractList Fetal heart rate (FHR) detection can be monitored using either direct fetal scalp electrode recording (invasive) or by indirect noninvasive technique. Weeks before delivery, the invasive method poses a risk factor to the fetus, while the latter provides accurate fetal ECG (FECG) information which can help diagnose fetal’s well-being. Our technique employs variable order linear phase sharp transition (LPST) FIR band-pass filter which shows improved stopband attenuation at higher filter orders. The fetal frequency fiduciary edges form the band edges of the filter characterized by varying amounts of overlap of maternal ECG (MECG) spectrum. The one with the minimum maternal spectrum overlap was found to be optimum with no power line interference and maximum fetal heart beats being detected. The improved filtering is reflected in the enhancement of the performance of the fetal QRS detector (FQRS). The improvement has also occurred in fetal heart rate obtained using our algorithm which is in close agreement with the true reference (i.e., invasive fetal scalp ECG). The performance parameters of the FQRS detector such as sensitivity (Se), positive predictive value (PPV), and accuracy (F 1 ) were found to improve even for lower filter order. The same technique was extended to evaluate maternal QRS detector (MQRS) and found to yield satisfactory maternal heart rate (MHR) results.
Fetal heart rate (FHR) detection can be monitored using either direct fetal scalp electrode recording (invasive) or by indirect noninvasive technique. Weeks before delivery, the invasive method poses a risk factor to the fetus, while the latter provides accurate fetal ECG (FECG) information which can help diagnose fetal’s well-being. Our technique employs variable order linear phase sharp transition (LPST) FIR band-pass filter which shows improved stopband attenuation at higher filter orders. The fetal frequency fiduciary edges form the band edges of the filter characterized by varying amounts of overlap of maternal ECG (MECG) spectrum. The one with the minimum maternal spectrum overlap was found to be optimum with no power line interference and maximum fetal heart beats being detected. The improved filtering is reflected in the enhancement of the performance of the fetal QRS detector (FQRS). The improvement has also occurred in fetal heart rate obtained using our algorithm which is in close agreement with the true reference (i.e., invasive fetal scalp ECG). The performance parameters of the FQRS detector such as sensitivity (Se), positive predictive value (PPV), and accuracy (F1) were found to improve even for lower filter order. The same technique was extended to evaluate maternal QRS detector (MQRS) and found to yield satisfactory maternal heart rate (MHR) results.
Fetal heart rate (FHR) detection can be monitored using either direct fetal scalp electrode recording (invasive) or by indirect noninvasive technique. Weeks before delivery, the invasive method poses a risk factor to the fetus, while the latter provides accurate fetal ECG (FECG) information which can help diagnose fetal's well-being. Our technique employs variable order linear phase sharp transition (LPST) FIR band-pass filter which shows improved stopband attenuation at higher filter orders. The fetal frequency fiduciary edges form the band edges of the filter characterized by varying amounts of overlap of maternal ECG (MECG) spectrum. The one with the minimum maternal spectrum overlap was found to be optimum with no power line interference and maximum fetal heart beats being detected. The improved filtering is reflected in the enhancement of the performance of the fetal QRS detector (FQRS). The improvement has also occurred in fetal heart rate obtained using our algorithm which is in close agreement with the true reference (i.e., invasive fetal scalp ECG). The performance parameters of the FQRS detector such as sensitivity (Se), positive predictive value (PPV), and accuracy (F ) were found to improve even for lower filter order. The same technique was extended to evaluate maternal QRS detector (MQRS) and found to yield satisfactory maternal heart rate (MHR) results.
Fetal heart rate (FHR) detection can be monitored using either direct fetal scalp electrode recording (invasive) or by indirect noninvasive technique. Weeks before delivery, the invasive method poses a risk factor to the fetus, while the latter provides accurate fetal ECG (FECG) information which can help diagnose fetal's well-being. Our technique employs variable order linear phase sharp transition (LPST) FIR band-pass filter which shows improved stopband attenuation at higher filter orders. The fetal frequency fiduciary edges form the band edges of the filter characterized by varying amounts of overlap of maternal ECG (MECG) spectrum. The one with the minimum maternal spectrum overlap was found to be optimum with no power line interference and maximum fetal heart beats being detected. The improved filtering is reflected in the enhancement of the performance of the fetal QRS detector (FQRS). The improvement has also occurred in fetal heart rate obtained using our algorithm which is in close agreement with the true reference (i.e., invasive fetal scalp ECG). The performance parameters of the FQRS detector such as sensitivity (Se), positive predictive value (PPV), and accuracy (F1) were found to improve even for lower filter order. The same technique was extended to evaluate maternal QRS detector (MQRS) and found to yield satisfactory maternal heart rate (MHR) results.Fetal heart rate (FHR) detection can be monitored using either direct fetal scalp electrode recording (invasive) or by indirect noninvasive technique. Weeks before delivery, the invasive method poses a risk factor to the fetus, while the latter provides accurate fetal ECG (FECG) information which can help diagnose fetal's well-being. Our technique employs variable order linear phase sharp transition (LPST) FIR band-pass filter which shows improved stopband attenuation at higher filter orders. The fetal frequency fiduciary edges form the band edges of the filter characterized by varying amounts of overlap of maternal ECG (MECG) spectrum. The one with the minimum maternal spectrum overlap was found to be optimum with no power line interference and maximum fetal heart beats being detected. The improved filtering is reflected in the enhancement of the performance of the fetal QRS detector (FQRS). The improvement has also occurred in fetal heart rate obtained using our algorithm which is in close agreement with the true reference (i.e., invasive fetal scalp ECG). The performance parameters of the FQRS detector such as sensitivity (Se), positive predictive value (PPV), and accuracy (F1) were found to improve even for lower filter order. The same technique was extended to evaluate maternal QRS detector (MQRS) and found to yield satisfactory maternal heart rate (MHR) results.
Audience Academic
Author Marchon, Niyan
Pai, K. R.
Naik, Gourish
AuthorAffiliation 1 Padre Conceicao College of Engineering, Goa, India
2 Goa University, Goa, India
AuthorAffiliation_xml – name: 1 Padre Conceicao College of Engineering, Goa, India
– name: 2 Goa University, Goa, India
Author_xml – sequence: 1
  fullname: Marchon, Niyan
– sequence: 2
  fullname: Pai, K. R.
– sequence: 3
  fullname: Naik, Gourish
BackLink https://www.ncbi.nlm.nih.gov/pubmed/29796231$$D View this record in MEDLINE/PubMed
BookMark eNqFkc1v1DAQxSNUREvpjTOyxAUJQv0Rb-JLpVJYirRABe3ZGieTrlHWXmzvVv3vcZQtBSRUX2xpfvPm-c3TYs95h0XxnNG3jEl5zClrjmXVyJo3j4oDTitackHV3t2bK7lfHMX4g-YjlKiYeFLsc1WrGRfsoLhaWIcQyMUSIpLvSwhrchnARZusd-TdxZwkT95jwjaRL95Zt4Vot0g-Q8LgYCDgOjLHlF_nWSiRb7nwrHjcwxDxaHcfFlfzD5dn5-Xi68dPZ6eLsq1qlkqgUnLoqTE1zIwxApTqFTac0c5g01FTzbqWVxxmVJi-M5Ib09VKGinqmURxWJST7sat4fYGhkGvg11BuNWM6jEhPSakdwll_mTi1xuzwq5FlwLc93iw-u-Ks0t97bdaNjkvybPAq51A8D83GJNe2djiMIBDv4l5WiV5LWglMvpyQq9hQG1d77NiO-L6VDbZfqXo6OjFn45-W7nbUAbeTEAbfIwB-4d-yP_BW5tg3GWebof_Nb2empbWdXBjHxqxs4yZwR7uadbUomHiF_4-x18
CitedBy_id crossref_primary_10_1038_s41597_020_0538_z
crossref_primary_10_1088_1742_6596_1921_1_012019
Cites_doi 10.1088/0967-3334/37/5/R1
10.1109/TBME.1985.325532
10.1515/JPM.2001.057
10.1109/31.14472
10.1016/j.bspc.2011.03.004
10.1016/j.amc.2008.05.117
10.1016/j.bspc.2013.11.001
10.1109/TASSP.1979.1163205
10.1097/00006250-199011000-00017
10.1109/TITB.2006.888698
10.1111/j.1471-0528.1996.tb09652.x
10.1161/01.CIR.101.23.e215
10.1016/0002-9378(75)90528-1
10.2174/1876536X01003010004
10.1109/TCS.1987.1086149
10.1088/0967-3334/35/8/1521
10.2495/BIO070281
10.1097/AOG.0b013e318289510d
10.1007/s12575-009-9006-z
10.1152/ajpregu.90689.2008
10.1155/2017/9295029
10.1109/TBME.1981.324803
10.1088/0967-3334/35/8/1607
10.1109/TBME.1968.4502528
10.1515/bmt-2011-0130
10.1016/j.bspc.2015.03.009
10.1111/j.1540-8159.2008.00957.x
10.1111/j.1600-0412.2012.01533.x
10.1109/21.256541
10.1016/0002-9378(80)90242-2
10.1109/TASSP.1974.1162607
ContentType Journal Article
Copyright Copyright © 2018 Niyan Marchon et al.
COPYRIGHT 2018 John Wiley & Sons, Inc.
Copyright © 2018 Niyan Marchon et al. 2018
Copyright_xml – notice: Copyright © 2018 Niyan Marchon et al.
– notice: COPYRIGHT 2018 John Wiley & Sons, Inc.
– notice: Copyright © 2018 Niyan Marchon et al. 2018
DBID ADJCN
AHFXO
RHU
RHW
RHX
AAYXX
CITATION
NPM
7X8
5PM
ADTOC
UNPAY
DOI 10.1155/2018/5485728
DatabaseName الدوريات العلمية والإحصائية - e-Marefa Academic and Statistical Periodicals
معرفة - المحتوى العربي الأكاديمي المتكامل - e-Marefa Academic Complete
Hindawi Publishing Complete
Hindawi Publishing Subscription Journals
Hindawi Publishing Open Access
CrossRef
PubMed
MEDLINE - Academic
PubMed Central (Full Participant titles)
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
PubMed
MEDLINE - Academic
DatabaseTitleList CrossRef



PubMed
MEDLINE - Academic
Database_xml – sequence: 1
  dbid: RHX
  name: Hindawi Publishing Open Access
  url: http://www.hindawi.com/journals/
  sourceTypes: Publisher
– sequence: 2
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 3
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 2040-2309
Editor Katsanis, John S.
Editor_xml – sequence: 1
  givenname: John S.
  surname: Katsanis
  fullname: Katsanis, John S.
EndPage 14
ExternalDocumentID 10.1155/2018/5485728
PMC5896252
A587654908
29796231
10_1155_2018_5485728
1187381
Genre Journal Article
GroupedDBID 0R~
24P
4.4
53G
5VS
AAFWJ
AAMMB
ACCMX
ADBBV
ADJCN
ADRAZ
AEFGJ
AENEX
AGXDD
AHFXO
AIDQK
AIDYY
ALMA_UNASSIGNED_HOLDINGS
AOIJS
BCNDV
EBD
EBS
EJD
EMOBN
H13
HYE
IHR
INR
IPNFZ
KQ8
M48
MET
MV1
OK1
P2P
PGMZT
RIG
RPM
SV3
AAJEY
GROUPED_DOAJ
IAO
IEA
INH
ITC
RHU
RHW
RHX
AAYXX
CITATION
NPM
7X8
5PM
ADTOC
ALUQN
UNPAY
ID FETCH-LOGICAL-c471t-a0552af0bb7a6bbb3a99f9e8210dbe8d0b46dc242a603bfdb52bbd795b53765e3
IEDL.DBID M48
ISSN 2040-2295
2040-2309
IngestDate Wed Oct 29 11:36:41 EDT 2025
Tue Sep 30 16:46:35 EDT 2025
Thu Sep 04 19:54:38 EDT 2025
Mon Oct 20 22:48:08 EDT 2025
Wed Feb 19 02:35:05 EST 2025
Wed Oct 01 03:49:56 EDT 2025
Thu Apr 24 22:57:21 EDT 2025
Sun Jun 02 18:54:28 EDT 2024
Thu Sep 25 15:26:39 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 2018
Language English
License This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
http://creativecommons.org/licenses/by/4.0
cc-by
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c471t-a0552af0bb7a6bbb3a99f9e8210dbe8d0b46dc242a603bfdb52bbd795b53765e3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
Academic Editor: John S. Katsanis
ORCID 0000-0003-1497-8635
0000-0003-3840-1013
OpenAccessLink http://journals.scholarsportal.info/openUrl.xqy?doi=10.1155/2018/5485728
PMID 29796231
PQID 2045273043
PQPubID 23479
PageCount 14
ParticipantIDs unpaywall_primary_10_1155_2018_5485728
pubmedcentral_primary_oai_pubmedcentral_nih_gov_5896252
proquest_miscellaneous_2045273043
gale_infotracmisc_A587654908
pubmed_primary_29796231
crossref_primary_10_1155_2018_5485728
crossref_citationtrail_10_1155_2018_5485728
hindawi_primary_10_1155_2018_5485728
emarefa_primary_1187381
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2018-01-01
PublicationDateYYYYMMDD 2018-01-01
PublicationDate_xml – month: 01
  year: 2018
  text: 2018-01-01
  day: 01
PublicationDecade 2010
PublicationPlace Cairo, Egypt
PublicationPlace_xml – name: Cairo, Egypt
– name: England
PublicationTitle Journal of healthcare engineering
PublicationTitleAlternate J Healthc Eng
PublicationYear 2018
Publisher Hindawi Publishing Corporation
Hindawi
John Wiley & Sons, Inc
Publisher_xml – name: Hindawi Publishing Corporation
– name: Hindawi
– name: John Wiley & Sons, Inc
References 23
25
26
27
28
29
(46) 1934; 19
(6) 2014
30
31
10
32
11
12
13
14
36
15
38
17
39
18
(42) 2015
(34) 1989
(35) 1986; 31999
(16) 2012
1
2
3
4
5
7
8
9
20
21
43
References_xml – ident: 1
  doi: 10.1088/0967-3334/37/5/R1
– year: 2014
  ident: 6
– volume: 31999
  year: 1986
  ident: 35
– year: 2012
  ident: 16
– ident: 32
  doi: 10.1109/TBME.1985.325532
– ident: 9
  doi: 10.1515/JPM.2001.057
– ident: 30
  doi: 10.1109/31.14472
– ident: 43
  doi: 10.1016/j.bspc.2011.03.004
– volume-title: Extraction of fetal ECG from abdominal ECG and heart rate variability analysis
  year: 2015
  ident: 42
– ident: 17
  doi: 10.1016/j.amc.2008.05.117
– ident: 25
  doi: 10.1016/j.bspc.2013.11.001
– ident: 31
  doi: 10.1109/TASSP.1979.1163205
– ident: 14
  doi: 10.1097/00006250-199011000-00017
– ident: 28
  doi: 10.1109/TITB.2006.888698
– year: 1989
  ident: 34
– ident: 10
  doi: 10.1111/j.1471-0528.1996.tb09652.x
– ident: 38
  doi: 10.1161/01.CIR.101.23.e215
– ident: 15
  doi: 10.1016/0002-9378(75)90528-1
– ident: 5
  doi: 10.2174/1876536X01003010004
– ident: 29
  doi: 10.1109/TCS.1987.1086149
– volume: 19
  year: 1934
  ident: 46
– ident: 7
  doi: 10.1088/0967-3334/35/8/1521
– ident: 3
  doi: 10.2495/BIO070281
– ident: 4
  doi: 10.1097/AOG.0b013e318289510d
– ident: 2
  doi: 10.1007/s12575-009-9006-z
– ident: 11
  doi: 10.1152/ajpregu.90689.2008
– ident: 26
  doi: 10.1155/2017/9295029
– ident: 21
  doi: 10.1109/TBME.1981.324803
– ident: 18
  doi: 10.1088/0967-3334/35/8/1607
– ident: 23
  doi: 10.1109/TBME.1968.4502528
– ident: 39
  doi: 10.1515/bmt-2011-0130
– ident: 27
  doi: 10.1016/j.bspc.2015.03.009
– ident: 12
  doi: 10.1111/j.1540-8159.2008.00957.x
– ident: 8
  doi: 10.1111/j.1600-0412.2012.01533.x
– ident: 20
  doi: 10.1109/21.256541
– ident: 13
  doi: 10.1016/0002-9378(80)90242-2
– ident: 36
  doi: 10.1109/TASSP.1974.1162607
SSID ssj0000393413
Score 2.1110659
Snippet Fetal heart rate (FHR) detection can be monitored using either direct fetal scalp electrode recording (invasive) or by indirect noninvasive technique. Weeks...
SourceID unpaywall
pubmedcentral
proquest
gale
pubmed
crossref
hindawi
emarefa
SourceType Open Access Repository
Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 1
SubjectTerms Detectors
Electrocardiogram
Electrocardiography
Heart beat
SummonAdditionalLinks – databaseName: Hindawi Publishing Open Access
  dbid: RHX
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3dT9tADLcACY09ID7GlgHTIQEvU7Q0yeXjka-qQgIhRKW-RefEUZFKWo0UxH8_O0kDhTH2lujunEtsn-0752eAfSJyEH3W77yDto-s6RyrGNukjufGlIqNkGyLy6DX988HetCAJN2_PcJna8fheSf6xY61Dt1oERajQDK3rnuDditFfi_1q0LIruTHSYHqWYr7q-FzxmeZ7gxfmHYxXh5KGPx4-zdn823O5KdpMTFPj2Y0emGQumuw2niS6qhm_TosULEBn1_gC25CnyNNlmR1NWRbpQSbeaIq41Tlaanjq64qx-qU5CBBXcrG7IORdHZ1YWpsaGWKTHWJHXTVY0KluuaGL9Dvnt2c9OymjoKdsukpbeNo7ZqceRKaABE9E8d5TBFHexlSlDnoB1nKttoEjod5htpFzMJYo2C9aPK2YKkYF_QNFLH-UuwQ-nngB8RUg8hUMRN6UoDIgp-zD5ykDci41LoYJVWwoXUi7Egadlhw0Pae1OAa7_T72vDquVsnCtnZsGBHeJeINvJzUtaNNDnSvMRrOdG0YL_h6Qf092YMT4SC5J0VNJ7eJwLWzw6e43s8h1oAWkpuHMbsPPIcwjnRaDsIcvd8S3E7rBC8dcQjtWvBYStE_5zg9_97j21Ykdt6h2gHlsrfU9pln6nEH5XG_AFSdgpT
  priority: 102
  providerName: Hindawi Publishing
– databaseName: Unpaywall
  dbid: UNPAY
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3db5tADLe2VNW6h312K1s33aRuLxMpAQ64x-wjiiYtiqZF6rQHdMcZpWtGooasav_62UBoo-5LewNhzHHYZxt-_AxwgIieMSH5d94zbmjI06lW0a7OvMBXmHGMYLTFKBpOwg9H8ugSVWmZIX6u7bI75ZL07LharJtpXR5-myJV673kkPJsGftJd2Hzm7AVScrDO7A1GY37X7ibHMPkuE91ux14ao16l3JDxUY82sbvmjZ0uz5vN8P4Vf55HUZ5a1Us9PmZns2uxKjBXfi6_tOnhqacdFel6WYX14kf_-P278GdJnUV_drW7sMNLB7A7SuEhg9hQqUtuY4YTyk4CiaDXogqGlbAMPFmPBDlXLxD_nIhRvwm-Idm_Lz4qGsyaqELKwZIFYEYkqJSfKIDuzAZvP_8dug2jRvcjGJd6WpPSl_nZASxjowxgVYqV5hQeWkNJtYzYWQzSg505AUmt0b6xthYScPkMhKDR9Ap5gXugUBaMFB5aMI8CiMkrVGiqyLNBNzxyIHX68eXZg2rOTfXmKVVdSNlyhOWNhPmwMtWelGzefxG7nFjCZdivSSm7MaBfbaMlN2frpORM2ZpX1JMkfwJ1YGD5sn9Rf-LtTmlrIGBbgXOV8uUuwNQRumFAY2hNq9Wk69iRdkqjSHeMLxWgKnCN48Ux9OKMlwmdKb0HXjVmugfB_jkXwWfwg7v1i-l9qFTnq7wGaVppXne-ONP-Rg0zQ
  priority: 102
  providerName: Unpaywall
Title Linear Phase Sharp Transition BPF to Detect Noninvasive Maternal and Fetal Heart Rate
URI https://search.emarefa.net/detail/BIM-1187381
https://dx.doi.org/10.1155/2018/5485728
https://www.ncbi.nlm.nih.gov/pubmed/29796231
https://www.proquest.com/docview/2045273043
https://pubmed.ncbi.nlm.nih.gov/PMC5896252
http://downloads.hindawi.com/journals/jhe/2018/5485728.pdf
UnpaywallVersion publishedVersion
Volume 2018
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAFT
  databaseName: Colorado Digital library
  customDbUrl:
  eissn: 2040-2309
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000393413
  issn: 2040-2309
  databaseCode: KQ8
  dateStart: 20100101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVAFT
  databaseName: Colorado Digital library
  customDbUrl:
  eissn: 2040-2309
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000393413
  issn: 2040-2309
  databaseCode: KQ8
  dateStart: 20160101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVAQN
  databaseName: PubMed Central
  customDbUrl:
  eissn: 2040-2309
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000393413
  issn: 2040-2309
  databaseCode: RPM
  dateStart: 20160101
  isFulltext: true
  titleUrlDefault: https://www.ncbi.nlm.nih.gov/pmc/
  providerName: National Library of Medicine
– providerCode: PRVFZP
  databaseName: Scholars Portal Journals: Open Access
  customDbUrl:
  eissn: 2040-2309
  dateEnd: 20250630
  omitProxy: true
  ssIdentifier: ssj0000393413
  issn: 2040-2309
  databaseCode: M48
  dateStart: 20160101
  isFulltext: true
  titleUrlDefault: http://journals.scholarsportal.info
  providerName: Scholars Portal
– providerCode: PRVWIB
  databaseName: Wiley Online Library Open Access
  customDbUrl:
  eissn: 2040-2309
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000393413
  issn: 2040-2309
  databaseCode: 24P
  dateStart: 20100101
  isFulltext: true
  titleUrlDefault: https://authorservices.wiley.com/open-science/open-access/browse-journals.html
  providerName: Wiley-Blackwell
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwhV1RT9tADLYYCG17QGMbW4Chm8T2MgXSJJfkHhDqGFU1iapCi9Q9RXeJoyJ1aQfpGP8eO0kzugF7qSrFdS9n-z47sT4D7COiY4xP8Z13jO0binSqVbStU8dzFaaMEdxtMQj6sf91JEcrsJg22mzg1b2lHc-Tii8nB79_3hxTwB9VAS8l1e-d6JAybxm60RNYI4xSPMThrEn0qzPZU3xc86Q5bqHjGdaLLvi_FCzh0zr-0PRFt-f1-pgr5euL-_LRf9sqn86Lmb651pPJHczqvYCNJtkU3do7NmEFi5fw_A4F4SuIqRglZxfDMcGZYPrmmajwq2rlEp-HPVFOxRfkdw1iwM9uf2nueBdnuqaPFrrIRA9p-0SfFJXinC68hrh3-u2kbzejFuyU0Km0tSOlq3MyW6gDY4ynlcoVRlQQZgajzDF-kKUE5zpwPJNnRrrGZKGShulgJHpbsFpMC3wLAinEUTlo_DzwAyStQaSrssp4PKPIgk-LDU7Shoecx2FMkqoekTJhcySNOSz40ErPav6NB-TeNLb6I9aJQspHLNhl2yXsQvQ_KYVPmnQloYDkl54W7Dc2_Y_-9wuDJ6yBW9MKnM6vEubzpxzQ8T1aQ-0ArSZXhYryS1pDuOQarQCTey9fKS7GFcm3jOiX0rXgY-tEjy5w-_Hb3IFnLF0_PNqF1fJyju8onSrNXhUp9HneH-3BWjwYdr_fAvpDGMk
linkProvider Scholars Portal
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3db5tADLe2VNW6h312K1s33aRuLxMpAQ64x-wjiiYtiqZF6rQHdMcZpWtGooasav_62UBoo-5LewNhzHHYZxt-_AxwgIieMSH5d94zbmjI06lW0a7OvMBXmHGMYLTFKBpOwg9H8ugSVWmZIX6u7bI75ZL07LharJtpXR5-myJV673kkPJsGftJd2Hzm7AVScrDO7A1GY37X7ibHMPkuE91ux14ao16l3JDxUY82sbvmjZ0uz5vN8P4Vf55HUZ5a1Us9PmZns2uxKjBXfi6_tOnhqacdFel6WYX14kf_-P278GdJnUV_drW7sMNLB7A7SuEhg9hQqUtuY4YTyk4CiaDXogqGlbAMPFmPBDlXLxD_nIhRvwm-Idm_Lz4qGsyaqELKwZIFYEYkqJSfKIDuzAZvP_8dug2jRvcjGJd6WpPSl_nZASxjowxgVYqV5hQeWkNJtYzYWQzSg505AUmt0b6xthYScPkMhKDR9Ap5gXugUBaMFB5aMI8CiMkrVGiqyLNBNzxyIHX68eXZg2rOTfXmKVVdSNlyhOWNhPmwMtWelGzefxG7nFjCZdivSSm7MaBfbaMlN2frpORM2ZpX1JMkfwJ1YGD5sn9Rf-LtTmlrIGBbgXOV8uUuwNQRumFAY2hNq9Wk69iRdkqjSHeMLxWgKnCN48Ux9OKMlwmdKb0HXjVmugfB_jkXwWfwg7v1i-l9qFTnq7wGaVppXne-ONP-Rg0zQ
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Linear+Phase+Sharp+Transition+BPF+to+Detect+Noninvasive+Maternal+and+Fetal+Heart+Rate&rft.jtitle=Journal+of+healthcare+engineering&rft.au=Marchon%2C+Niyan&rft.au=Naik%2C+Gourish&rft.au=Pai%2C+K.R&rft.date=2018-01-01&rft.pub=John+Wiley+%26+Sons%2C+Inc&rft.issn=2040-2295&rft.volume=2018&rft_id=info:doi/10.1155%2F2018%2F5485728&rft.externalDocID=A587654908
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2040-2295&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2040-2295&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2040-2295&client=summon