An Improved PID Algorithm Based on Insulin-on-Board Estimate for Blood Glucose Control with Type 1 Diabetes

Automated closed-loop insulin infusion therapy has been studied for many years. In closed-loop system, the control algorithm is the key technique of precise insulin infusion. The control algorithm needs to be designed and validated. In this paper, an improved PID algorithm based on insulin-on-board...

Full description

Saved in:
Bibliographic Details
Published inComputational and mathematical methods in medicine Vol. 2015; no. 2015; pp. 1 - 8
Main Authors Hu, Ruiqiang, Li, Chengwei
Format Journal Article
LanguageEnglish
Published Cairo, Egypt Hindawi Publishing Corporation 01.01.2015
Subjects
Online AccessGet full text
ISSN1748-670X
1748-6718
1748-6718
DOI10.1155/2015/281589

Cover

Abstract Automated closed-loop insulin infusion therapy has been studied for many years. In closed-loop system, the control algorithm is the key technique of precise insulin infusion. The control algorithm needs to be designed and validated. In this paper, an improved PID algorithm based on insulin-on-board estimate is proposed and computer simulations are done using a combinational mathematical model of the dynamics of blood glucose-insulin regulation in the blood system. The simulation results demonstrate that the improved PID algorithm can perform well in different carbohydrate ingestion and different insulin sensitivity situations. Compared with the traditional PID algorithm, the control performance is improved obviously and hypoglycemia can be avoided. To verify the effectiveness of the proposed control algorithm, in silico testing is done using the UVa/Padova virtual patient software.
AbstractList Automated closed-loop insulin infusion therapy has been studied for many years. In closed-loop system, the control algorithm is the key technique of precise insulin infusion. The control algorithm needs to be designed and validated. In this paper, an improved PID algorithm based on insulin-on-board estimate is proposed and computer simulations are done using a combinational mathematical model of the dynamics of blood glucose-insulin regulation in the blood system. The simulation results demonstrate that the improved PID algorithm can perform well in different carbohydrate ingestion and different insulin sensitivity situations. Compared with the traditional PID algorithm, the control performance is improved obviously and hypoglycemia can be avoided. To verify the effectiveness of the proposed control algorithm, in silico testing is done using the UVa/Padova virtual patient software.
Automated closed-loop insulin infusion therapy has been studied for many years. In closed-loop system, the control algorithm is the key technique of precise insulin infusion. The control algorithm needs to be designed and validated. In this paper, an improved PID algorithm based on insulin-on-board estimate is proposed and computer simulations are done using a combinational mathematical model of the dynamics of blood glucose-insulin regulation in the blood system. The simulation results demonstrate that the improved PID algorithm can perform well in different carbohydrate ingestion and different insulin sensitivity situations. Compared with the traditional PID algorithm, the control performance is improved obviously and hypoglycemia can be avoided. To verify the effectiveness of the proposed control algorithm, in silico testing is done using the UVa/Padova virtual patient software.Automated closed-loop insulin infusion therapy has been studied for many years. In closed-loop system, the control algorithm is the key technique of precise insulin infusion. The control algorithm needs to be designed and validated. In this paper, an improved PID algorithm based on insulin-on-board estimate is proposed and computer simulations are done using a combinational mathematical model of the dynamics of blood glucose-insulin regulation in the blood system. The simulation results demonstrate that the improved PID algorithm can perform well in different carbohydrate ingestion and different insulin sensitivity situations. Compared with the traditional PID algorithm, the control performance is improved obviously and hypoglycemia can be avoided. To verify the effectiveness of the proposed control algorithm, in silico testing is done using the UVa/Padova virtual patient software.
Automated closed-loop insulin infusion therapy has been studied for many years. In closed-loop system, the control algorithm is the key technique of precise insulin infusion. The control algorithm needs to be designed and validated. In this paper, an improved PID algorithm based on insulin-on-board estimate is proposed and computer simulations are done using a combinational mathematical model of the dynamics of blood glucose-insulin regulation in the blood system. The simulation results demonstrate that the improved PID algorithm can perform well in different carbohydrate ingestion and different insulin sensitivity situations. Compared with the traditional PID algorithm, the control performance is improved obviously and hypoglycemia can be avoided. To verify the effectiveness of the proposed control algorithm, in silico testing is done using the UVa/Padova virtual patient software.
Author Hu, Ruiqiang
Li, Chengwei
AuthorAffiliation School of Electrical Engineering and Automation, Harbin Institute of Technology, Harbin 150001, China
AuthorAffiliation_xml – name: School of Electrical Engineering and Automation, Harbin Institute of Technology, Harbin 150001, China
Author_xml – sequence: 1
  fullname: Hu, Ruiqiang
– sequence: 2
  fullname: Li, Chengwei
BackLink https://www.ncbi.nlm.nih.gov/pubmed/26550021$$D View this record in MEDLINE/PubMed
BookMark eNqFkU1v1DAQhi1URD_gxB35iICAncRxckHa3ZayUiU4FImb5bXHXYPXDnbS1f57vGQpBQm42NbMM-_MvD5FRz54QOgpJa8pZexNSWg-Wsra7gE6obxui4bT9ujuTT4fo9OUvhDCKGf0ETouG8YIKekJ-jrzeLnpY7gFjT8uz_HM3YRoh_UGz2XKsZDzPo3O-iL4Yh5k1PgiDXYjB8AmRDx3IWh86UYVEuBF8EMMDm-zBL7e9YApPrdyBQOkx-ihkS7Bk8N9hj69u7hevC-uPlwuF7OrQtVVNxQcGJO0qdpOs5UirZSdqU3DNWW8VFqXTLasKUEzU9bGMJBEyRqUajpqeFVXZ-jVpDv6Xu620jnRxzxw3AlKxN4zsfdMTJ5l_O2E9-NqA1pB3kD-KgnSit8z3q7FTbgVdUM6_kPg-UEghm8jpEFsbFLgnPQQxiQor8qKcNaWGX12v9ddk58fkgE6ASqGlCIYoewgB7u3VVr3lwVe_lHz73VfTPTaei239j_wYV7ICBh5D2a8ZVX1HXRlwb4
CitedBy_id crossref_primary_10_1109_TCSI_2021_3058355
crossref_primary_10_1016_j_jbi_2022_104141
crossref_primary_10_1089_dia_2020_0027
crossref_primary_10_1016_j_cmpb_2020_105663
crossref_primary_10_3906_elk_1704_203
crossref_primary_10_1016_j_eswa_2025_126909
crossref_primary_10_1007_s11768_023_00142_1
crossref_primary_10_3389_fendo_2022_796521
crossref_primary_10_1080_10255842_2023_2282952
crossref_primary_10_1155_2020_1414597
crossref_primary_10_1016_j_cmpb_2022_107061
crossref_primary_10_1111_dom_15920
crossref_primary_10_1007_s11517_024_03042_x
crossref_primary_10_1016_j_imu_2024_101594
crossref_primary_10_1109_TBME_2019_2897851
crossref_primary_10_1210_er_2018_00174
Cites_doi 10.1016/j.bspc.2009.03.002
10.1016/j.conengprac.2012.11.015
10.1177/193229680900300319
10.1016/j.jtbi.2006.04.002
10.1089/dia.2007.0284
10.1016/j.cmpb.2010.08.013
10.1016/j.bspc.2013.06.008
10.1155/2013/712496
10.1016/j.conengprac.2014.02.012
10.1007/bf02442625
10.1016/j.amc.2008.06.030
10.1007/bf02477259
10.1109/tbme.2006.883792
10.1109/tbme.2008.915665
10.1088/0967-3334/25/4/010
10.1177/193229680800200414
10.1016/j.cmpb.2012.01.011
10.1016/j.bspc.2009.04.003
10.1089/dia.2005.7.849
10.1172/jci110398
ContentType Journal Article
Copyright Copyright © 2015 Ruiqiang Hu and Chengwei Li.
Copyright © 2015 R. Hu and C. Li. 2015
Copyright_xml – notice: Copyright © 2015 Ruiqiang Hu and Chengwei Li.
– notice: Copyright © 2015 R. Hu and C. Li. 2015
DBID ADJCN
AHFXO
RHU
RHW
RHX
AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
7X8
5PM
ADTOC
UNPAY
DOI 10.1155/2015/281589
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
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
MEDLINE - Academic
PubMed Central (Full Participant titles)
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
MEDLINE - Academic
DatabaseTitleList
MEDLINE - Academic

MEDLINE

CrossRef
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: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
– sequence: 4
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
DeliveryMethod fulltext_linktorsrc
Discipline Medicine
EISSN 1748-6718
Editor Huang, Tao
Editor_xml – sequence: 1
  givenname: Tao
  surname: Huang
  fullname: Huang, Tao
EndPage 8
ExternalDocumentID 10.1155/2015/281589
PMC4609789
26550021
10_1155_2015_281589
1057853
Genre Research Support, Non-U.S. Gov't
Journal Article
GroupedDBID ---
0R~
24P
29F
2DF
4.4
53G
5GY
5VS
6J9
7X7
88E
8FE
8FG
8FI
8FJ
AAFWJ
AAMMB
ABDBF
ABJCF
ABUWG
ACCMX
ACGFO
ACIPV
ACIWK
ACUHS
ADBBV
ADJCN
ADRAZ
AEFGJ
AENEX
AFKRA
AFKVX
AGXDD
AHFXO
AHMBA
AIAGR
AIDQK
AIDYY
AJWEG
ALMA_UNASSIGNED_HOLDINGS
AOIJS
AWYRJ
BAWUL
BCNDV
BENPR
BGLVJ
BPHCQ
BVXVI
CAG
CCPQU
COF
CS3
DIK
EAD
EAP
EAS
EBC
EBD
EBS
EJD
EMK
EMOBN
EPL
EST
ESX
F5P
FYUFA
GX1
H13
HCIFZ
HF~
HMCUK
HYE
INR
IPNFZ
J.P
J9A
KQ8
L6V
M1P
M48
M4Z
M7S
ML~
O5R
O5S
OK1
P2P
PGMZT
PHGZM
PHGZT
PJZUB
PPXIY
PQGLB
PQQKQ
PROAC
PSQYO
PTHSS
PUEGO
REM
RIG
RNS
RPM
SV3
TFW
TUS
TWF
UKHRP
3YN
AAJEY
GROUPED_DOAJ
IAO
IEA
IHR
INH
ITC
RHU
RHW
RHX
AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
7X8
5PM
ADTOC
AFFHD
ALUQN
UNPAY
ID FETCH-LOGICAL-c439t-7e55a16389d5bc08aa9f4f67d1572cdd25a8562ed5f24ff5ea0ca4ecc691f7343
IEDL.DBID M48
ISSN 1748-670X
1748-6718
IngestDate Wed Oct 29 12:13:27 EDT 2025
Tue Sep 30 16:04:07 EDT 2025
Fri Sep 05 09:18:46 EDT 2025
Thu Apr 03 07:06:42 EDT 2025
Wed Oct 01 00:53:27 EDT 2025
Thu Apr 24 23:07:18 EDT 2025
Sun Jun 02 18:51:36 EDT 2024
Thu Sep 25 15:26:54 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 2015
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/3.0
cc-by
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c439t-7e55a16389d5bc08aa9f4f67d1572cdd25a8562ed5f24ff5ea0ca4ecc691f7343
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
Academic Editor: Tao Huang
OpenAccessLink http://journals.scholarsportal.info/openUrl.xqy?doi=10.1155/2015/281589
PMID 26550021
PQID 1732307582
PQPubID 23479
PageCount 8
ParticipantIDs unpaywall_primary_10_1155_2015_281589
pubmedcentral_primary_oai_pubmedcentral_nih_gov_4609789
proquest_miscellaneous_1732307582
pubmed_primary_26550021
crossref_citationtrail_10_1155_2015_281589
crossref_primary_10_1155_2015_281589
hindawi_primary_10_1155_2015_281589
emarefa_primary_1057853
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2015-01-01
PublicationDateYYYYMMDD 2015-01-01
PublicationDate_xml – month: 01
  year: 2015
  text: 2015-01-01
  day: 01
PublicationDecade 2010
PublicationPlace Cairo, Egypt
PublicationPlace_xml – name: Cairo, Egypt
– name: United States
PublicationTitle Computational and mathematical methods in medicine
PublicationTitleAlternate Comput Math Methods Med
PublicationYear 2015
Publisher Hindawi Publishing Corporation
Publisher_xml – name: Hindawi Publishing Corporation
References (16) 2006; 53
(10) 2013; 109
(19) 2013; 8
http://www.idf.org
(8) 2009; 4
(15) 2004; 25
(4) 2008; 10
(3) 2008; 55
(9) 2009; 209
(12) 1965; 27
(18) 2009; 3
(17) 2013; 2013
(5) 2014; 28
(20) 2005; 7
(1) 2006; 242
(7) 2009; 4
(14) 1983; 21
(21) 2008; 2
(11) 2013; 21
(13) 1981; 68
(6) 2011; 102
11
12
13
14
15
16
17
18
19
1
3
4
5
6
7
8
9
20
10
21
19885239 - J Diabetes Sci Technol. 2008 Jul;2(4):630-5
15382830 - Physiol Meas. 2004 Aug;25(4):905-20
16386091 - Diabetes Technol Ther. 2005 Dec;7(6):849-62
21163548 - Comput Methods Programs Biomed. 2011 May;102(2):119-29
24260042 - Comput Math Methods Med. 2013;2013:712496
17153204 - IEEE Trans Biomed Eng. 2006 Dec;53(12 Pt 1):2472-8
18334377 - IEEE Trans Biomed Eng. 2008 Mar;55(3):857-65
6350741 - Med Biol Eng Comput. 1983 Jul;21(4):390-9
22424730 - Comput Methods Programs Biomed. 2013 Feb;109(2):144-56
5884133 - Bull Math Biophys. 1965;27:Suppl:21-37
19049372 - Diabetes Technol Ther. 2008 Dec;10(6):441-4
16712872 - J Theor Biol. 2006 Oct 7;242(3):722-35
20144293 - J Diabetes Sci Technol. 2009 May;3(3):536-44
7033284 - J Clin Invest. 1981 Dec;68(6):1456-67
References_xml – volume: 2013
  year: 2013
  end-page: 10
  ident: 17
  article-title: Systematically comparison of unihormonal and bihormonal artificial pancreas systems
– volume: 102
  start-page: 119
  issue: 2
  year: 2011
  end-page: 129
  ident: 6
  article-title: A new general glucose homeostatic model using a proportional-integral-derivative controller
– volume: 242
  start-page: 722
  issue: 3
  year: 2006
  end-page: 735
  ident: 1
  article-title: Modeling the glucose-insulin regulatory system and ultradian insulin secretory oscillations with two explicit time delays
– volume: 10
  start-page: 441
  issue: 6
  year: 2008
  end-page: 444
  ident: 4
  article-title: Bolus calculator: a review of four ‘smart’ insulin pumps
– volume: 7
  start-page: 849
  issue: 6
  year: 2005
  end-page: 862
  ident: 20
  article-title: Quantifying temporal glucose variability in diabetes via continuous glucose monitoring: mathematical methods and clinical application
– volume: 27
  start-page: 21
  issue: 1
  year: 1965
  end-page: 37
  ident: 12
  article-title: Model studies of blood-glucose regulation
– volume: 53
  start-page: 2472
  issue: 12
  year: 2006
  end-page: 2478
  ident: 16
  article-title: A system model of oral glucose absorption validation on gold standard data
– volume: 3
  start-page: 536
  issue: 3
  year: 2009
  end-page: 544
  ident: 18
  article-title: Safety constraints in an artificial pancreatic cell: an implementation of model predictive control with insulin on board
– volume: 68
  start-page: 1456
  issue: 6
  year: 1981
  end-page: 1467
  ident: 13
  article-title: Physiologic evaluation of factors controlling glucose tolerance in man. Measurement of insulin sensitivity and -cell glucose sensitivity from the response to intravenous glucose
– volume: 21
  start-page: 390
  issue: 4
  year: 1983
  end-page: 399
  ident: 14
  article-title: Validation of mathematical models of complex endocrine-metabolic systems. A case study on a model of glucose regulation
– volume: 25
  start-page: 905
  issue: 4
  year: 2004
  end-page: 920
  ident: 15
  article-title: Nonlinear model predictive control of glucose concentration in subjects with type 1 diabetes
– volume: 109
  start-page: 144
  issue: 2
  year: 2013
  end-page: 156
  ident: 10
  article-title: Adaptive blood glucose control for intensive care applications
– volume: 55
  start-page: 857
  issue: 3
  year: 2008
  end-page: 865
  ident: 3
  article-title: An improved PID switching control strategy for type 1 diabetes
– volume: 4
  start-page: 338
  issue: 4
  year: 2009
  end-page: 346
  ident: 8
  article-title: Model predictive control of glucose concentration in type I diabetic patients: an in silico trial
– reference: http://www.idf.org/
– volume: 28
  start-page: 26
  issue: 1
  year: 2014
  end-page: 33
  ident: 5
  article-title: Nonlinear glucose-insulin control considering delays-Part II: control algorithm
– volume: 209
  start-page: 19
  issue: 1
  year: 2009
  end-page: 30
  ident: 9
  article-title: Glucose optimal control system in diabetes treatment
– volume: 8
  start-page: 724
  issue: 6
  year: 2013
  end-page: 732
  ident: 19
  article-title: Postprandial blood glucose control using a hybrid adaptive PD controller with insulin-on-board limitation
– volume: 4
  start-page: 347
  issue: 4
  year: 2009
  end-page: 354
  ident: 7
  article-title: A closed-loop artificial pancreas based on model predictive control: human-friendly identification and automatic meal disturbance rejection
– volume: 21
  start-page: 747
  issue: 5
  year: 2013
  end-page: 758
  ident: 11
  article-title: High-order sliding-mode control for blood glucose: practical relative degree approach
– volume: 2
  start-page: 630
  issue: 4
  year: 2008
  end-page: 635
  ident: 21
  article-title: Evaluating the efficacy of closed-loop glucose regulation via control-variability grid analysis
– ident: 7
  doi: 10.1016/j.bspc.2009.03.002
– ident: 11
  doi: 10.1016/j.conengprac.2012.11.015
– ident: 18
  doi: 10.1177/193229680900300319
– ident: 1
  doi: 10.1016/j.jtbi.2006.04.002
– ident: 4
  doi: 10.1089/dia.2007.0284
– ident: 6
  doi: 10.1016/j.cmpb.2010.08.013
– ident: 19
  doi: 10.1016/j.bspc.2013.06.008
– ident: 17
  doi: 10.1155/2013/712496
– ident: 5
  doi: 10.1016/j.conengprac.2014.02.012
– ident: 14
  doi: 10.1007/bf02442625
– ident: 9
  doi: 10.1016/j.amc.2008.06.030
– ident: 12
  doi: 10.1007/bf02477259
– ident: 16
  doi: 10.1109/tbme.2006.883792
– ident: 3
  doi: 10.1109/tbme.2008.915665
– ident: 15
  doi: 10.1088/0967-3334/25/4/010
– ident: 21
  doi: 10.1177/193229680800200414
– ident: 10
  doi: 10.1016/j.cmpb.2012.01.011
– ident: 8
  doi: 10.1016/j.bspc.2009.04.003
– ident: 20
  doi: 10.1089/dia.2005.7.849
– ident: 13
  doi: 10.1172/jci110398
– reference: 15382830 - Physiol Meas. 2004 Aug;25(4):905-20
– reference: 16712872 - J Theor Biol. 2006 Oct 7;242(3):722-35
– reference: 19885239 - J Diabetes Sci Technol. 2008 Jul;2(4):630-5
– reference: 6350741 - Med Biol Eng Comput. 1983 Jul;21(4):390-9
– reference: 24260042 - Comput Math Methods Med. 2013;2013:712496
– reference: 5884133 - Bull Math Biophys. 1965;27:Suppl:21-37
– reference: 7033284 - J Clin Invest. 1981 Dec;68(6):1456-67
– reference: 17153204 - IEEE Trans Biomed Eng. 2006 Dec;53(12 Pt 1):2472-8
– reference: 18334377 - IEEE Trans Biomed Eng. 2008 Mar;55(3):857-65
– reference: 19049372 - Diabetes Technol Ther. 2008 Dec;10(6):441-4
– reference: 22424730 - Comput Methods Programs Biomed. 2013 Feb;109(2):144-56
– reference: 20144293 - J Diabetes Sci Technol. 2009 May;3(3):536-44
– reference: 21163548 - Comput Methods Programs Biomed. 2011 May;102(2):119-29
– reference: 16386091 - Diabetes Technol Ther. 2005 Dec;7(6):849-62
SSID ssj0051751
Score 2.1423957
Snippet Automated closed-loop insulin infusion therapy has been studied for many years. In closed-loop system, the control algorithm is the key technique of precise...
SourceID unpaywall
pubmedcentral
proquest
pubmed
crossref
hindawi
emarefa
SourceType Open Access Repository
Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 1
SubjectTerms Algorithms
Blood Glucose - metabolism
Computational Biology
Computer Simulation
Diabetes Mellitus, Type 1 - blood
Diabetes Mellitus, Type 1 - drug therapy
Humans
Insulin - administration & dosage
Insulin - blood
Insulin - pharmacokinetics
Insulin Infusion Systems - statistics & numerical data
Mathematical Concepts
Models, Biological
User-Computer Interface
SummonAdditionalLinks – databaseName: Hindawi Publishing Open Access
  dbid: RHX
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1RS-QwEA4qeOeL6Hmnq57k0Hs5CDRtkiaPu566CoqIwr6VtElccW3F3UX890422cU9Re6ltCRp2s6k803mywShA5NY4SqTEaN0RlhFKVHOGpIJUCgpnCwTv975_EJ0b9hZj_ciQXb4PoQP1g7ccwoHSblUi2hRCk_cuur2pv9bDgaQhmWPkog86cVVeP80nbM7y_ZBwwkYo-W-d32f7z4CmO95kl_H9aN-edaDwRsjdLyGViN6xO0g7nW0YOtv6Mt5jI9voPt2jcM0gTX48vQvbg9uG3D_-w-4A-bK4AbKA_ucNDXpNKAf-AhGOeBWiwG_4o4nsuOTQGTHh4HIjv1sLfYuK6Y4cmiG39HN8dH1YZfE7RRIBahjRHLLufbwSxleVonUWjnmRG4oz9PKmJRrCWjIGu5S5hy3Oqk0AxELRV2esewHWqqb2m4hzMDpUULrMi-VDwhrpXmmjKy0ZeBR0hb6M_3YRRVzjfstLwbFxOfgvPCSKYJkWuhgVvkxpNj4uNpmlNqbWj5VT9ZC-1GKn7f_NZVwAUPIx0V0bZvxsKB55unwXKbQR5D47EapABcOcFAL5XO6MKvg03PPl9R3_Umabib8Ghno9_dMaz57vu3_eosdtOKvwiTQLloaPY3tT4BFo3JvMipeAUCkAzM
  priority: 102
  providerName: Hindawi Publishing
– databaseName: Unpaywall
  dbid: UNPAY
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1bb9MwFLZGpwEv3NnKTUaMFyR3udmxxVM7NgbSpj1QqUhIkeMLrdYk1dpqgl_Pce2WFqYJ8eYoJ3Fsf875jn3OMUL7OjLMKp0SLWRKMhXHRFijScoAUJxZXkYu3vn0jJ30s88DOthC75exMNqliG-knnaGzia9Gi3-1qFfpweqqiqw12N6kPCYctGZaHsLbTMKRLyFtvtn592vPgSSE5ZHg9_lmIfoPFCg62_Y0Ec7ppJQACW1E6q_jnj-7T95Z15P5I8rOR6vKafj--jbslneJ-WiM5-VHfXzj4yP_9nuB-heIK2461H2EG2Z-hG6fRq25R-ji26N_eqE0fj80wfcHX9vLkezYYV7oCU1buC-d3onTU16DcASH8HPBeiywUCbcc_5z-OP3n8eH3r_eewWibGzlHGMg-vO9AnqHx99OTwh4RQHooDszEhuKJWO9QlNSxVxKYXNLMt1TPNEaZ1QyYGEGU1tkllLjYyUzABZTMQ2T7P0KWrVTW32EM7A1hJMyjIvhduHlkLSVGiupMnAkI3b6N1yLAsVUpy7kzbGxcLUobRwXVj4Lmyj_ZXwxGf2uF5sN4BiTcplCErb6E0Yq5uff70EUAEz123HyNo082kR56nzwqc8gTo8oFYvShhYjkC_2ijfgNpKwGUF37xTj4aL7OAZc6E5UO_bFShv-r5n_yj3HN11V3716QVqzS7n5iXwsVn5Ksy7X0wEL_A
  priority: 102
  providerName: Unpaywall
Title An Improved PID Algorithm Based on Insulin-on-Board Estimate for Blood Glucose Control with Type 1 Diabetes
URI https://search.emarefa.net/detail/BIM-1057853
https://dx.doi.org/10.1155/2015/281589
https://www.ncbi.nlm.nih.gov/pubmed/26550021
https://www.proquest.com/docview/1732307582
https://pubmed.ncbi.nlm.nih.gov/PMC4609789
https://downloads.hindawi.com/journals/cmmm/2015/281589.pdf
UnpaywallVersion publishedVersion
Volume 2015
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAFT
  databaseName: Open Access Digital Library
  customDbUrl:
  eissn: 1748-6718
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0051751
  issn: 1748-6718
  databaseCode: KQ8
  dateStart: 20060101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVAFT
  databaseName: Open Access Digital Library
  customDbUrl:
  eissn: 1748-6718
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0051751
  issn: 1748-6718
  databaseCode: KQ8
  dateStart: 19970101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVAFT
  databaseName: Open Access Digital Library
  customDbUrl:
  eissn: 1748-6718
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0051751
  issn: 1748-6718
  databaseCode: KQ8
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVEBS
  databaseName: EBSCOhost Academic Search Ultimate
  customDbUrl: https://search.ebscohost.com/login.aspx?authtype=ip,shib&custid=s3936755&profile=ehost&defaultdb=asn
  eissn: 1748-6718
  dateEnd: 20230629
  omitProxy: true
  ssIdentifier: ssj0051751
  issn: 1748-6718
  databaseCode: ABDBF
  dateStart: 20060301
  isFulltext: true
  titleUrlDefault: https://search.ebscohost.com/direct.asp?db=asn
  providerName: EBSCOhost
– providerCode: PRVBFR
  databaseName: Free Medical Journals
  customDbUrl:
  eissn: 1748-6718
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0051751
  issn: 1748-6718
  databaseCode: DIK
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: http://www.freemedicaljournals.com
  providerName: Flying Publisher
– providerCode: PRVFQY
  databaseName: GFMER Free Medical Journals
  customDbUrl:
  eissn: 1748-6718
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0051751
  issn: 1748-6718
  databaseCode: GX1
  dateStart: 19970101
  isFulltext: true
  titleUrlDefault: http://www.gfmer.ch/Medical_journals/Free_medical.php
  providerName: Geneva Foundation for Medical Education and Research
– providerCode: PRVAQN
  databaseName: PubMed Central (US National Library of Medicine)
  customDbUrl:
  eissn: 1748-6718
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0051751
  issn: 1748-6718
  databaseCode: RPM
  dateStart: 20110101
  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: 1748-6718
  dateEnd: 20250531
  omitProxy: true
  ssIdentifier: ssj0051751
  issn: 1748-6718
  databaseCode: M48
  dateStart: 20060301
  isFulltext: true
  titleUrlDefault: http://journals.scholarsportal.info
  providerName: Scholars Portal
– providerCode: PRVWIB
  databaseName: Wiley Online Library Open Access
  customDbUrl:
  eissn: 1748-6718
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0051751
  issn: 1748-6718
  databaseCode: 24P
  dateStart: 19970101
  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/eLvHCXMwnV1ba9swFBa90G0vY_dml6Cx7mWgYtmSbD2MkXRts0FKGQt4T0a2pCXUtbtc6PrvdxQ5ptlCH_ZiDLoZnXN8viOdC0IHOjDCFjoiWqqIsIJSIq3RJBLAUImwSR64eOfhmRiM2NeUp1toVYyz2cDZRtPO1ZMaTcvD379uPoHAf1wKPOdgv1N4JJQnchvtgoqSrobDkLXXCRx0JPWRkQkRcZA2gXp_DXaJgQUg9iCka1pqz1wqeAHVtTd2hvL1ZBMc_der8v6iulI316osb6msk0foYYM1cc8zx2O0Zaon6N6wuU1_ii56FfaHCkbj8y-fca_8WU8n8_El7oNy07iGdu-rTuqK9GvgJnwM_wRAuQYD2sV95_aOT73bOz7ybu_Yne1iZ-BiihuPm9kzNDo5_n40IE3xBVIARpmT2HCuHFiTmudFkCglLbMi1pTHYaF1yFUC2MlobkNmLTcqKBQDhhCS2jhi0XO0U9WV2UeYgYkkhVJ5nEt3fayk4pHUSaEMA_uTdtCH1WZnRZOZ3BXIKLOlhcJ55oiUeSJ10EHb-con5Njc7UVDtVu9XGKfqIPeNVS8e_zbFYUzEDh3i6IqUy9mGY0j5zzPkxDW8BRvJ1qxTwfFa7zQdnDJvNdbqsl4mdSbCRdRA-u-b7nmru97-d8rvEIP3Dz-GOk12plPF-YNAKt53kXbpyntLkUHnt8GaRftjs7Oez_-ABbrIGE
linkProvider Scholars Portal
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1bb9MwFLZGpwEv3NnKTUaMFyR3udmxxVM7NgbSpj1QqUhIkeMLrdYk1dpqgl_Pce2WFqYJ8eYoJ3Fsf875jn3OMUL7OjLMKp0SLWRKMhXHRFijScoAUJxZXkYu3vn0jJ30s88DOthC75exMNqliG-knnaGzia9Gi3-1qFfpweqqiqw12N6kPCYctGZaHsLbTMKRLyFtvtn592vPgSSE5ZHg9_lmIfoPFCg62_Y0Ec7ppJQACW1E6q_jnj-7T95Z15P5I8rOR6vKafj--jbslneJ-WiM5-VHfXzj4yP_9nuB-heIK2461H2EG2Z-hG6fRq25R-ji26N_eqE0fj80wfcHX9vLkezYYV7oCU1buC-d3onTU16DcASH8HPBeiywUCbcc_5z-OP3n8eH3r_eewWibGzlHGMg-vO9AnqHx99OTwh4RQHooDszEhuKJWO9QlNSxVxKYXNLMt1TPNEaZ1QyYGEGU1tkllLjYyUzABZTMQ2T7P0KWrVTW32EM7A1hJMyjIvhduHlkLSVGiupMnAkI3b6N1yLAsVUpy7kzbGxcLUobRwXVj4Lmyj_ZXwxGf2uF5sN4BiTcplCErb6E0Yq5uff70EUAEz123HyNo082kR56nzwqc8gTo8oFYvShhYjkC_2ijfgNpKwGUF37xTj4aL7OAZc6E5UO_bFShv-r5n_yj3HN11V3716QVqzS7n5iXwsVn5Ksy7X0wEL_A
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=An+Improved+PID+Algorithm+Based+on+Insulin-on-Board+Estimate+for+Blood+Glucose+Control+with+Type+1+Diabetes&rft.jtitle=Computational+and+mathematical+methods+in+medicine&rft.au=Hu%2C+Ruiqiang&rft.au=Li%2C+Chengwei&rft.date=2015-01-01&rft.pub=Hindawi+Publishing+Corporation&rft.issn=1748-670X&rft.eissn=1748-6718&rft.volume=2015&rft_id=info:doi/10.1155%2F2015%2F281589&rft_id=info%3Apmid%2F26550021&rft.externalDocID=PMC4609789
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1748-670X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1748-670X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1748-670X&client=summon