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dc.contributor.authorFaghih, Rose Taj
dc.contributor.authorDahleh, Munther A
dc.contributor.authorBrown, Emery Neal
dc.date.accessioned2017-11-17T15:51:54Z
dc.date.available2017-11-17T15:51:54Z
dc.date.issued2015-08
dc.date.submitted2015-03
dc.identifier.issn1662-4548
dc.identifier.issn1662-453X
dc.identifier.urihttp://hdl.handle.net/1721.1/112222
dc.description.abstractCortisol is released to relay information to cells to regulate metabolism and reaction to stress and inflammation. In particular, cortisol is released in the form of pulsatile signals. This low-energy method of signaling seems to be more efficient than continuous signaling. We hypothesize that there is a controller in the anterior pituitary that leads to pulsatile release of cortisol, and propose a mathematical formulation for such controller, which leads to impulse control as opposed to continuous control. We postulate that this controller is minimizing the number of secretory events that result in cortisol secretion, which is a way of minimizing the energy required for cortisol secretion; this controller maintains the blood cortisol levels within a specific circadian range while complying with the first order dynamics underlying cortisol secretion. We use an ℓ0-norm cost function for this controller, and solve a reweighed ℓ1-norm minimization algorithm for obtaining the solution to this optimization problem. We use four examples to illustrate the performance of this approach: (i) a toy problem that achieves impulse control, (ii) two examples that achieve physiologically plausible pulsatile cortisol release, (iii) an example where the number of pulses is not within the physiologically plausible range for healthy subjects while the cortisol levels are within the desired range. This novel approach results in impulse control where the impulses and the obtained blood cortisol levels have a circadian rhythm and an ultradian rhythm that are in agreement with the known physiology of cortisol secretion. The proposed formulation is a first step in developing intermittent controllers for curing cortisol deficiency. This type of bio-inspired pulse controllers can be employed for designing non-continuous controllers in brain-machine interface design for neuroscience applications.en_US
dc.description.sponsorshipNational Institutes of Health (U.S.) (Grant DP1-OD003646)en_US
dc.description.sponsorshipNational Institutes of Health (U.S.) (Grant GM104948-03)en_US
dc.description.sponsorshipNational Science Foundation (U.S.) (Grant 0836720)en_US
dc.description.sponsorshipNational Science Foundation (U.S.). Office of Emerging Frontiers in Research and Innovation (Grant EFRI-0735956)en_US
dc.publisherFrontiers Research Foundationen_US
dc.relation.isversionofhttp://dx.doi.org/10.3389/fnins.2015.00228en_US
dc.rightsCreative Commons Attribution 4.0 International Licenseen_US
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/en_US
dc.sourceFrontiersen_US
dc.titleAn optimization formulation for characterization of pulsatile cortisol secretionen_US
dc.typeArticleen_US
dc.identifier.citationFaghih, Rose T. et al. "An optimization formulation for characterization of pulsatile cortisol secretion." Frontiers in Neuroscience 9 (August 2015): 228 © 2015 Faghih, Dahleh and Brownen_US
dc.contributor.departmentMassachusetts Institute of Technology. Institute for Medical Engineering & Scienceen_US
dc.contributor.departmentMassachusetts Institute of Technology. Department of Brain and Cognitive Sciencesen_US
dc.contributor.departmentMassachusetts Institute of Technology. Department of Electrical Engineering and Computer Scienceen_US
dc.contributor.departmentMassachusetts Institute of Technology. Engineering Systems Divisionen_US
dc.contributor.departmentMassachusetts Institute of Technology. Institute for Data, Systems, and Societyen_US
dc.contributor.departmentMassachusetts Institute of Technology. Laboratory for Information and Decision Systemsen_US
dc.contributor.mitauthorFaghih, Rose Taj
dc.contributor.mitauthorDahleh, Munther A
dc.contributor.mitauthorBrown, Emery Neal
dc.relation.journalFrontiers in Neuroscienceen_US
dc.eprint.versionFinal published versionen_US
dc.type.urihttp://purl.org/eprint/type/JournalArticleen_US
eprint.statushttp://purl.org/eprint/status/PeerRevieweden_US
dc.date.updated2017-11-01T13:32:53Z
dspace.orderedauthorsFaghih, Rose T.; Dahleh, Munther A.; Brown, Emery N.en_US
dspace.embargo.termsNen_US
dc.identifier.orcidhttps://orcid.org/0000-0002-9959-8422
dc.identifier.orcidhttps://orcid.org/0000-0002-1470-2148
dc.identifier.orcidhttps://orcid.org/0000-0003-2668-7819
mit.licensePUBLISHER_CCen_US


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