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Academic Editor
- Jaume Sastre-Garriga
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[1]Pinti P, Tachtsidis I, Hamilton A, Hirsch J, Aichelburg C, Gilbert S, et al. The present and future use of functional near-infrared spectroscopy (fNIRS) for cognitive neuroscience. Annals of the New York Academy of Sciences. 2020; 1464: 5–29. https://doi.org/10.1111/nyas.13948.
[2]León-Carrión J, León-Domínguez U. Functional Near-Infrared Spectroscopy (fNIRS): Principles and Neuroscientific Applications. Neuroimaging - Methods. InTech. 2012. http://dx.doi.org/10.5772/23146.
[3]Bonilauri A, Sangiuliano Intra F, Pugnetti L, Baselli G, Baglio F. A Systematic Review of Cerebral Functional Near-Infrared Spectroscopy in Chronic Neurological Diseases - Actual Applications and Future Perspectives. Diagnostics. 2020; 10: 581. https://doi.org/10.3390/diagnostics10080581.
[4]Izzetoglu M, Bunce SC, Izzetoglu K, Onaral B, Pourrezaei K. Functional brain imaging using near-infrared technology. IEEE Engineering in Medicine and Biology Magazine: the Quarterly Magazine of the Engineering in Medicine & Biology Society. 2007; 26: 38–46. https://doi.org/10.1109/memb.2007.384094.
[5]Li J, Li Y, Huang M, Li D, Wan T, Sun F, et al. The most fundamental and popular literature on functional near-infrared spectroscopy: a bibliometric analysis of the top 100 most cited articles. Frontiers in Neurology. 2024; 15: 1388306. https://doi.org/10.3389/fneur.2024.1388306.
[6]Westgarth MMP, Hogan CA, Neumann DL, Shum DHK. A systematic review of studies that used NIRS to measure neural activation during emotion processing in healthy individuals. Social Cognitive and Affective Neuroscience. 2021; 16: 345–369. https://doi.org/10.1093/scan/nsab017.
[7]Gallagher A, Wallois F, Obrig H. Functional near-infrared spectroscopy in pediatric clinical research: Different pathophysiologies and promising clinical applications. Neurophotonics. 2023; 10: 023517. https://doi.org/10.1117/1.NPh.10.2.023517.
[8]Herold F, Wiegel P, Scholkmann F, Müller NG. Applications of Functional Near-Infrared Spectroscopy (fNIRS) Neuroimaging in Exercise⁻Cognition Science: A Systematic, Methodology-Focused Review. Journal of Clinical Medicine. 2018; 7: 466. https://doi.org/10.3390/jcm7120466.
[9]Balconi M, Grippa E, Vanutelli ME. What hemodynamic (fNIRS), electrophysiological (EEG) and autonomic integrated measures can tell us about emotional processing. Brain and Cognition. 2015; 95: 67–76. https://doi.org/10.1016/j.bandc.2015.02.001.
[10]Masataka N, Perlovsky L, Hiraki K. Near-infrared spectroscopy (NIRS) in functional research of prefrontal cortex. Frontiers in Human Neuroscience. 2015; 9: 274. https://doi.org/10.3389/fnhum.2015.00274.
[11]Jasper H. The 10-20 electrode system of the International Federation. Electroencephalography and Clinical Neurophysiology. 1958; 10: 371–375.
[12]Duan L, Feng Q, Xu P. Using Functional Near-Infrared Spectroscopy to Assess Brain Activation Evoked by Guilt and Shame. Frontiers in Human Neuroscience. 2020; 14: 197. https://doi.org/10.3389/fnhum.2020.00197.
[13]Pierson E, Sinko L. Emotional stimuli with survivors of sexual violence. CommonHealth. 2022; 3: 107–123.
[14]Wang Q, Zhu GP, Yi L, Cui XX, Wang H, Wei RY, et al. A Review of Functional Near-Infrared Spectroscopy Studies of Motor and Cognitive Function in Preterm Infants. Neuroscience Bulletin. 2020; 36: 321–329. https://doi.org/10.1007/s12264-019-00441-1.
[15]Leon-Carrion J, Martín-Rodríguez JF, Damas-López J, Pourrezai K, Izzetoglu K, Barroso Y Martin JM, et al. Does dorsolateral prefrontal cortex (DLPFC) activation return to baseline when sexual stimuli cease? The role of DLPFC in visual sexual stimulation. Neuroscience Letters. 2007; 416: 55–60. https://doi.org/10.1016/j.neulet.2007.01.058.
[16]Manelis A, Huppert TJ, Rodgers E, Swartz HA, Phillips ML. The role of the right prefrontal cortex in recognition of facial emotional expressions in depressed individuals: fNIRS study. Journal of Affective Disorders. 2019; 258: 151–158. https://doi.org/10.1016/j.jad.2019.08.006.
[17]Carlén M. What constitutes the prefrontal cortex? Science. 2017; 358: 478–482. https://doi.org/10.1126/science.aan8868.
[18]Miller EK, Cohen JD. An integrative theory of prefrontal cortex function. Annual Review of Neuroscience. 2001; 24: 167–202. https://doi.org/10.1146/annurev.neuro.24.1.167.
[19]Zheng M, Da H, Pan X, Bian Y, Li X, Xiao Q, et al. Dorsolateral prefrontal activation in depressed young adults with and without suicidal ideation during an emotional autobiographical memory task: A fNIRS study. Journal of Affective Disorders. 2023; 326: 216–224. https://doi.org/10.1016/j.jad.2023.01.115.
[20]Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, et al. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. Systematic Reviews. 2021; 10: 89. https://doi.org/10.1186/s13643-021-01626-4.
[21]Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, et al. The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. PLOS Med. 2021; 18: e1003583. https://doi.org/10.1371/journal.pmed.1003583.
[22]Ouzzani M, Hammady H, Fedorowicz Z, Elmagarmid A. Rayyan-a web and mobile app for systematic reviews. Systematic Reviews. 2016; 5: 210. https://doi.org/10.1186/s13643-016-0384-4.
[23]Vanbelle S. Comparing dependent kappa coefficients obtained on multilevel data. Biometrical Journal. Biometrische Zeitschrift. 2017; 59: 1016–1034. https://doi.org/10.1002/bimj.201600093.
[24]Moola S, Munn Z, Tufanaru C, Aromataris E, Sears K, Sfetcu R, et al. Systematic reviews of etiology and risk. In: Aromataris E MZ (ed.) JBI Manual for Evidence Synthesis. JBI. 2020. https://synthesismanual.jbi.global.
[25]Ernst LH, Plichta MM, Lutz E, Zesewitz AK, Tupak SV, Dresler T, et al. Prefrontal activation patterns of automatic and regulated approach–avoidance reactions – A functional near-infrared spectroscopy (fNIRS) study. Cortex. 2013; 49: 131–142. https://doi.org/10.1016/j.cortex.2011.09.013.
[26]Dos Santos FRM, Bazán PR, Balardin JB, de Aratanha MA, Rodrigues M, Lacerda S, et al. Changes in Prefrontal fNIRS Activation and Heart Rate Variability During Self-Compassionate Thinking Related to Stressful Memories. Mindfulness (N Y). 2022; 13: 326–338. https://doi.org/10.1007/s12671-021-01789-0.
[27]Zhang Y, Li X, Guo Y, Zhang Z, Xu F, Xiang N, et al. Dorsolateral Prefrontal Activation in Emotional Autobiographical Task in Depressed and Anxious College Students: An fNIRS Study. International Journal of Environmental Research and Public Health. 2022; 19: 14335. https://doi.org/10.3390/ijerph192114335.
[28]Yeung MK. Frontal cortical activation during emotional and non-emotional verbal fluency tests. Scientific Reports. 2022; 12: 8497. https://doi.org/10.1038/s41598-022-12559-w.
[29]Gao L, Cai Y, Wang H, Wang G, Zhang Q, Yan X. Probing prefrontal cortex hemodynamic alterations during facial emotion recognition for major depression disorder through functional near-infrared spectroscopy. Journal of Neural Engineering. 2019; 16: 026026. https://doi.org/10.1088/1741-2552/ab0093.
[30]Sugi M, Sakuraba S, Saito H, Miyazaki M, Yoshida S, Kamada T, et al. Personality Traits Modulate the Impact of Emotional Stimuli During a Working Memory Task: A Near-Infrared Spectroscopy Study. Frontiers in Behavioral Neuroscience. 2020; 14: 514414. https://doi.org/10.3389/fnbeh.2020.514414.
[31]Lu B, Hui M, Yu-Xia H. The Development of Native Chinese Affective Picture System - A pretest in 46 College Students. Chinese Mental Health Journal. 2005; 19: 719–722. https://psycnet.apa.org/record/2005-15454-001.
[32]Lang PJ, Bradley MM, Cuthbert BN. International affective picture system (IAPS): Affective ratings of pictures and instruction manual. Technical Report. 2008.
[33]Balconi M, Vanutelli ME, Grippa E. Resting state and personality component (BIS/BAS) predict the brain activity (EEG and fNIRS measure) in response to emotional cues. Brain and Behavior. 2017; 7: e00686. https://doi.org/10.1002/brb3.686.
[34]Sinko L, Regier P, Curtin A, Ayaz H, Rose Childress A, Teitelman AM. Neural correlates of cognitive control in women with a history of sexual violence suggest altered prefrontal cortical activity during cognitive processing. Women’s Health (London, England). 2022; 18: 17455057221081326. https://doi.org/10.1177/17455057221081326.
[35]Hyde J, Carr H, Kelley N, Seneviratne R, Reed C, Parlatini V, et al. Efficacy of neurostimulation across mental disorders: systematic review and meta-analysis of 208 randomized controlled trials. Molecular Psychiatry. 2022; 27: 2709–2719. https://doi.org/10.1038/s41380-022-01524-8.
[36]Husain SF, Tang TB, Tam WW, Tran BX, Ho CS, Ho RC. Cortical haemodynamic response during the verbal fluency task in patients with bipolar disorder and borderline personality disorder: a preliminary functional near-infrared spectroscopy study. BMC Psychiatry. 2021; 21: 201. https://doi.org/10.1186/s12888-021-03195-1.
[37]Menant JC, Maidan I, Alcock L, Al-Yahya E, Cerasa A, Clark DJ, et al. A consensus guide to using functional near-infrared spectroscopy in posture and gait research. Gait & Posture. 2020; 82: 254–265. https://doi.org/10.1016/j.gaitpost.2020.09.012.
[38]Almajidy RK, Mankodiya K, Abtahi M, Hofmann UG. A Newcomer’s Guide to Functional Near Infrared Spectroscopy Experiments. IEEE Reviews in Biomedical Engineering. 2020; 13: 292–308. https://doi.org/10.1109/RBME.2019.2944351.
Academic Editor
- Jaume Sastre-Garriga
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1 Departamento de Psicología Clínica y de la Salud, Universidad Autónoma de Barcelona, 08193 Barcelona, España
2 Universidad Católica de Cuenca, 010107 Cuenca, República del Ecuador
3 Programa de Postgrado en Ciencias Médicas, Facultad de Medicina, Universidade Federal do Rio Grande do Sul (UFRGS), 90035-003 Porto Alegre, Brasil
4 Laboratorio de Dolor y Neuromodulación, Hospital de Clínicas de Porto Alegre (HCPA), 90035-003 Porto Alegre, Brasil
Abstract
This study presents a systematic review on the use of functional near-infrared spectroscopy (fNIRS) in emotional tasks involving the prefrontal cortex (PFC), emphasizing the understanding of neurocognitive and emotional processes in various contexts through the measurement of oxygenation in the PFC as an indicator of brain activation.
To provide a detailed review of current research on the application of fNIRS to assess activity in the dorsolateral prefrontal cortex (DLPFC) during emotional processing tasks in adults.
A comprehensive literature search was conducted in PubMed, Scopus, and Web of Science databases, following PRISMA guidelines, with specific inclusion criteria and bias analysis. Study selection was based on methodological quality and thematic relevance, followed by data extraction and analysis.
The studied population includes healthy adults, and patients with mental disorders. The instruments and technical settings of fNIRS were diverse, and the emotional experiments involved various tasks, revealing patterns of brain activation in tasks that involve emotional processing; with altered left DLPFC activation can be observed in clinical populations, suggesting potential biomarkers of pathology. In contrast, right DLPFC activation in response to pleasant stimuli points to possible implications for future research and interventions related to cerebral laterality.
The review highlights the complexity of neurocognitive and emotional processes, underscoring the relevance of the DLPFC in psychology, neuroscience, and mental health. It also emphasizes the need to consider various contextual and methodological factors in future studies, such as adequate exposure time to tasks for optimal signal acquisition.
Keywords
- functional near infrared spectroscopy
- fNIRS
- NIRS
- prefrontal cortex
- emotion
References
- [1]
Pinti P, Tachtsidis I, Hamilton A, Hirsch J, Aichelburg C, Gilbert S, et al. The present and future use of functional near-infrared spectroscopy (fNIRS) for cognitive neuroscience. Annals of the New York Academy of Sciences. 2020; 1464: 5–29. https://doi.org/10.1111/nyas.13948. Cited within: 1Google Scholar - [2]
León-Carrión J, León-Domínguez U. Functional Near-Infrared Spectroscopy (fNIRS): Principles and Neuroscientific Applications. Neuroimaging - Methods. InTech. 2012. http://dx.doi.org/10.5772/23146. Cited within: 2Google Scholar - [3]
Bonilauri A, Sangiuliano Intra F, Pugnetti L, Baselli G, Baglio F. A Systematic Review of Cerebral Functional Near-Infrared Spectroscopy in Chronic Neurological Diseases - Actual Applications and Future Perspectives. Diagnostics. 2020; 10: 581. https://doi.org/10.3390/diagnostics10080581. Cited within: 6Google Scholar - [4]
Izzetoglu M, Bunce SC, Izzetoglu K, Onaral B, Pourrezaei K. Functional brain imaging using near-infrared technology. IEEE Engineering in Medicine and Biology Magazine: the Quarterly Magazine of the Engineering in Medicine & Biology Society. 2007; 26: 38–46. https://doi.org/10.1109/memb.2007.384094. Cited within: 2Google Scholar - [5]
Li J, Li Y, Huang M, Li D, Wan T, Sun F, et al. The most fundamental and popular literature on functional near-infrared spectroscopy: a bibliometric analysis of the top 100 most cited articles. Frontiers in Neurology. 2024; 15: 1388306. https://doi.org/10.3389/fneur.2024.1388306. - [6]
Westgarth MMP, Hogan CA, Neumann DL, Shum DHK. A systematic review of studies that used NIRS to measure neural activation during emotion processing in healthy individuals. Social Cognitive and Affective Neuroscience. 2021; 16: 345–369. https://doi.org/10.1093/scan/nsab017. - [7]
Gallagher A, Wallois F, Obrig H. Functional near-infrared spectroscopy in pediatric clinical research: Different pathophysiologies and promising clinical applications. Neurophotonics. 2023; 10: 023517. https://doi.org/10.1117/1.NPh.10.2.023517. - [8]
Herold F, Wiegel P, Scholkmann F, Müller NG. Applications of Functional Near-Infrared Spectroscopy (fNIRS) Neuroimaging in Exercise⁻Cognition Science: A Systematic, Methodology-Focused Review. Journal of Clinical Medicine. 2018; 7: 466. https://doi.org/10.3390/jcm7120466. Cited within: 1Google Scholar - [9]
Balconi M, Grippa E, Vanutelli ME. What hemodynamic (fNIRS), electrophysiological (EEG) and autonomic integrated measures can tell us about emotional processing. Brain and Cognition. 2015; 95: 67–76. https://doi.org/10.1016/j.bandc.2015.02.001. - [10]
Masataka N, Perlovsky L, Hiraki K. Near-infrared spectroscopy (NIRS) in functional research of prefrontal cortex. Frontiers in Human Neuroscience. 2015; 9: 274. https://doi.org/10.3389/fnhum.2015.00274. Cited within: 1Google Scholar - [11]
Jasper H. The 10-20 electrode system of the International Federation. Electroencephalography and Clinical Neurophysiology. 1958; 10: 371–375. Cited within: 1Google Scholar - [12]
Duan L, Feng Q, Xu P. Using Functional Near-Infrared Spectroscopy to Assess Brain Activation Evoked by Guilt and Shame. Frontiers in Human Neuroscience. 2020; 14: 197. https://doi.org/10.3389/fnhum.2020.00197. - [13]
Pierson E, Sinko L. Emotional stimuli with survivors of sexual violence. CommonHealth. 2022; 3: 107–123. Cited within: 2Google Scholar - [14]
Wang Q, Zhu GP, Yi L, Cui XX, Wang H, Wei RY, et al. A Review of Functional Near-Infrared Spectroscopy Studies of Motor and Cognitive Function in Preterm Infants. Neuroscience Bulletin. 2020; 36: 321–329. https://doi.org/10.1007/s12264-019-00441-1. Cited within: 1Google Scholar - [15]
Leon-Carrion J, Martín-Rodríguez JF, Damas-López J, Pourrezai K, Izzetoglu K, Barroso Y Martin JM, et al. Does dorsolateral prefrontal cortex (DLPFC) activation return to baseline when sexual stimuli cease? The role of DLPFC in visual sexual stimulation. Neuroscience Letters. 2007; 416: 55–60. https://doi.org/10.1016/j.neulet.2007.01.058. Cited within: 2Google Scholar - [16]
Manelis A, Huppert TJ, Rodgers E, Swartz HA, Phillips ML. The role of the right prefrontal cortex in recognition of facial emotional expressions in depressed individuals: fNIRS study. Journal of Affective Disorders. 2019; 258: 151–158. https://doi.org/10.1016/j.jad.2019.08.006. Cited within: 1Google Scholar - [17]
Carlén M. What constitutes the prefrontal cortex? Science. 2017; 358: 478–482. https://doi.org/10.1126/science.aan8868. Cited within: 2Google Scholar - [18]
Miller EK, Cohen JD. An integrative theory of prefrontal cortex function. Annual Review of Neuroscience. 2001; 24: 167–202. https://doi.org/10.1146/annurev.neuro.24.1.167. Cited within: 3Google Scholar - [19]
Zheng M, Da H, Pan X, Bian Y, Li X, Xiao Q, et al. Dorsolateral prefrontal activation in depressed young adults with and without suicidal ideation during an emotional autobiographical memory task: A fNIRS study. Journal of Affective Disorders. 2023; 326: 216–224. https://doi.org/10.1016/j.jad.2023.01.115. Cited within: 10Google Scholar - [20]
Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, et al. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. Systematic Reviews. 2021; 10: 89. https://doi.org/10.1186/s13643-021-01626-4. Cited within: 2Google Scholar - [21]
Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, et al. The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. PLOS Med. 2021; 18: e1003583. https://doi.org/10.1371/journal.pmed.1003583. Cited within: 2Google Scholar - [22]
Ouzzani M, Hammady H, Fedorowicz Z, Elmagarmid A. Rayyan-a web and mobile app for systematic reviews. Systematic Reviews. 2016; 5: 210. https://doi.org/10.1186/s13643-016-0384-4. Cited within: 1Google Scholar - [23]
Vanbelle S. Comparing dependent kappa coefficients obtained on multilevel data. Biometrical Journal. Biometrische Zeitschrift. 2017; 59: 1016–1034. https://doi.org/10.1002/bimj.201600093. Cited within: 1Google Scholar - [24]
Moola S, Munn Z, Tufanaru C, Aromataris E, Sears K, Sfetcu R, et al. Systematic reviews of etiology and risk. In: Aromataris E MZ (ed.) JBI Manual for Evidence Synthesis. JBI. 2020. https://synthesismanual.jbi.global. Cited within: 1Google Scholar - [25]
Ernst LH, Plichta MM, Lutz E, Zesewitz AK, Tupak SV, Dresler T, et al. Prefrontal activation patterns of automatic and regulated approach–avoidance reactions – A functional near-infrared spectroscopy (fNIRS) study. Cortex. 2013; 49: 131–142. https://doi.org/10.1016/j.cortex.2011.09.013. Cited within: 12Google Scholar - [26]
Dos Santos FRM, Bazán PR, Balardin JB, de Aratanha MA, Rodrigues M, Lacerda S, et al. Changes in Prefrontal fNIRS Activation and Heart Rate Variability During Self-Compassionate Thinking Related to Stressful Memories. Mindfulness (N Y). 2022; 13: 326–338. https://doi.org/10.1007/s12671-021-01789-0. - [27]
Zhang Y, Li X, Guo Y, Zhang Z, Xu F, Xiang N, et al. Dorsolateral Prefrontal Activation in Emotional Autobiographical Task in Depressed and Anxious College Students: An fNIRS Study. International Journal of Environmental Research and Public Health. 2022; 19: 14335. https://doi.org/10.3390/ijerph192114335. Cited within: 11Google Scholar - [28]
Yeung MK. Frontal cortical activation during emotional and non-emotional verbal fluency tests. Scientific Reports. 2022; 12: 8497. https://doi.org/10.1038/s41598-022-12559-w. Cited within: 13Google Scholar - [29]
Gao L, Cai Y, Wang H, Wang G, Zhang Q, Yan X. Probing prefrontal cortex hemodynamic alterations during facial emotion recognition for major depression disorder through functional near-infrared spectroscopy. Journal of Neural Engineering. 2019; 16: 026026. https://doi.org/10.1088/1741-2552/ab0093. Cited within: 9Google Scholar - [30]
Sugi M, Sakuraba S, Saito H, Miyazaki M, Yoshida S, Kamada T, et al. Personality Traits Modulate the Impact of Emotional Stimuli During a Working Memory Task: A Near-Infrared Spectroscopy Study. Frontiers in Behavioral Neuroscience. 2020; 14: 514414. https://doi.org/10.3389/fnbeh.2020.514414. Cited within: 12Google Scholar - [31]
Lu B, Hui M, Yu-Xia H. The Development of Native Chinese Affective Picture System - A pretest in 46 College Students. Chinese Mental Health Journal. 2005; 19: 719–722. https://psycnet.apa.org/record/2005-15454-001. Cited within: 1Google Scholar - [32]
Lang PJ, Bradley MM, Cuthbert BN. International affective picture system (IAPS): Affective ratings of pictures and instruction manual. Technical Report. 2008. Cited within: 1Google Scholar - [33]
Balconi M, Vanutelli ME, Grippa E. Resting state and personality component (BIS/BAS) predict the brain activity (EEG and fNIRS measure) in response to emotional cues. Brain and Behavior. 2017; 7: e00686. https://doi.org/10.1002/brb3.686. Cited within: 1Google Scholar - [34]
Sinko L, Regier P, Curtin A, Ayaz H, Rose Childress A, Teitelman AM. Neural correlates of cognitive control in women with a history of sexual violence suggest altered prefrontal cortical activity during cognitive processing. Women’s Health (London, England). 2022; 18: 17455057221081326. https://doi.org/10.1177/17455057221081326. Cited within: 1Google Scholar - [35]
Hyde J, Carr H, Kelley N, Seneviratne R, Reed C, Parlatini V, et al. Efficacy of neurostimulation across mental disorders: systematic review and meta-analysis of 208 randomized controlled trials. Molecular Psychiatry. 2022; 27: 2709–2719. https://doi.org/10.1038/s41380-022-01524-8. Cited within: 1Google Scholar - [36]
Husain SF, Tang TB, Tam WW, Tran BX, Ho CS, Ho RC. Cortical haemodynamic response during the verbal fluency task in patients with bipolar disorder and borderline personality disorder: a preliminary functional near-infrared spectroscopy study. BMC Psychiatry. 2021; 21: 201. https://doi.org/10.1186/s12888-021-03195-1. Cited within: 1Google Scholar - [37]
Menant JC, Maidan I, Alcock L, Al-Yahya E, Cerasa A, Clark DJ, et al. A consensus guide to using functional near-infrared spectroscopy in posture and gait research. Gait & Posture. 2020; 82: 254–265. https://doi.org/10.1016/j.gaitpost.2020.09.012. Cited within: 2Google Scholar - [38]
Almajidy RK, Mankodiya K, Abtahi M, Hofmann UG. A Newcomer’s Guide to Functional Near Infrared Spectroscopy Experiments. IEEE Reviews in Biomedical Engineering. 2020; 13: 292–308. https://doi.org/10.1109/RBME.2019.2944351. Cited within: 1Google Scholar
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