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1.
Proc Natl Acad Sci U S A ; 121(12): e2316910121, 2024 Mar 19.
Artigo em Inglês | MEDLINE | ID: mdl-38483985

RESUMO

Weyl semimetals resulting from either inversion (P) or time-reversal (T) symmetry breaking have been revealed to show the record-breaking large optical response due to intense Berry curvature of Weyl-node pairs. Different classes of Weyl semimetals with both P and T symmetry breaking potentially exhibit optical magnetoelectric (ME) responses, which are essentially distinct from the previously observed optical responses in conventional Weyl semimetals, leading to the versatile functions such as directional dependence for light propagation and gyrotropic effects. However, such optical ME phenomena of (semi)metallic systems have remained elusive so far. Here, we show the large nonlinear optical ME response in noncentrosymmetric magnetic Weyl semimetal PrAlGe, in which the polar structural asymmetry and ferromagnetic ordering break P and T symmetry. We observe the giant second harmonic generation (SHG) arising from the P symmetry breaking in the paramagnetic phase, being comparable to the largest SHG response reported in Weyl semimetal TaAs. In the ferromagnetically ordered phase, it is found that interference between this nonmagnetic SHG and the magnetically induced SHG emerging due to both P and T symmetry breaking results in the magnetic field switching of SHG intensity. Furthermore, such an interference effect critically depends on the light-propagating direction. The corresponding magnetically induced nonlinear susceptibility is significantly larger than the prototypical ME material, manifesting the existence of the strong nonlinear dynamical ME coupling. The present findings establish the unique optical functionality of P- and T-symmetry broken ME topological semimetals.

2.
J Imaging ; 9(2)2023 Feb 17.
Artigo em Inglês | MEDLINE | ID: mdl-36826966

RESUMO

A novel method is proposed to estimate surface-spectral reflectance from camera responses using a local optimal reflectance dataset. We adopt a multispectral imaging system that involves an RGB camera capturing multiple images under multiple light sources. A spectral reflectance database is utilized to locally determine the candidates to optimally estimate the spectral reflectance. The proposed estimation method comprises two stages: (1) selecting the local optimal reflectance dataset and (2) determining the best estimate using only the local optimal dataset. In (1), the camera responses are predicted for the respective reflectances in the database, and then the prediction errors are calculated to select the local optimal dataset. In (2), multiple methods are used; in particular, the Wiener and linear minimum mean square error estimators are used to calculate all statistics, based only on the local optimal dataset, and linear and quadratic programming methods are used to solve optimization problems with constraints. Experimental results using different mobile phone cameras show that the estimation accuracy has improved drastically. A much smaller local optimal dataset among spectral reflectance databases is enough to obtain the optimal estimates. The method has potential applications including fields of color science, image science and technology, computer vision, and graphics.

3.
J Opt Soc Am A Opt Image Sci Vis ; 39(3): 494-508, 2022 Mar 01.
Artigo em Inglês | MEDLINE | ID: mdl-35297433

RESUMO

We propose an improved method for estimating surface-spectral reflectance from the image data acquired by an RGB digital camera. We suppose a multispectral image acquisition system in the visible range, where a camera captures multiple images for the scene of an object under multiple light sources. First, the observed image data are described using the camera spectral sensitivities, the surface-spectral reflectance, the illuminant spectral power distributions, an additive noise term, and a gain parameter. Then, the optimal reflectance estimate is determined to minimize the mean-square error between the estimate and the original surface-spectral reflectance. We attempt to further improve the estimation accuracy and develop a novel linear estimator in a more general form than the Wiener estimator. Furthermore, we calibrate the imaging system using a reference standard sample. Finally, experiments are performed to validate the proposed method for estimating the surface-spectral reflectance using different mobile phone cameras.

4.
Nano Lett ; 20(7): 4932-4938, 2020 07 08.
Artigo em Inglês | MEDLINE | ID: mdl-32463678

RESUMO

The control of acoustic phonons, which are the carriers of sound and heat, has become the focus of increasing attention because of a demand for manipulating the sonic and thermal properties of nanometric devices. In particular, the photoacoustic effect using ultrafast optical pulses has a promising potential for the optical manipulation of phonons in the picosecond time regime. So far, its mechanism has been mostly based on the commonplace thermoelastic expansion in isotropic media, which has limited applicability. In this study, we investigate a conceptually new mechanism of the photoacoustic effect involving a structural instability that utilizes a transition-metal dichalcogenide VTe2 with a ribbon-type charge-density-wave (CDW). Ultrafast electron microscope imaging and diffraction measurements reveal the generation and propagation of unusual acoustic waves in a nanometric thin plate associated with optically induced instantaneous CDW dissolution. Our results highlight the capability of photoinduced structural instabilities as a source of coherent acoustic waves.

5.
Chem Commun (Camb) ; 55(61): 8931-8934, 2019 Aug 07.
Artigo em Inglês | MEDLINE | ID: mdl-31290901

RESUMO

A new perovskite-type cuprate PrCuO3 has been synthesized by high-pressure oxygen annealing. Synchrotron X-ray powder diffraction and absorption spectroscopy revealed that PrCuO3 crystallizes in the GdFeO3-type structure with cooperative Jahn-Teller distortion, forming one-dimensional chains of corner-shared CuO4 plaquettes with nearly divalent Cu ions.

6.
Langmuir ; 34(2): 653-662, 2018 01 16.
Artigo em Inglês | MEDLINE | ID: mdl-29257892

RESUMO

This study demonstrates the facile preparation of poly(N-isopropylacrylamide) (PNIPAM)-immobilized Petri dishes by drop-casting a star-shaped copolymer of hyperbranched polystyrene (HBPS) possessing PNIPAM arms (HBPS-g-PNIPAM) functionalized with polar groups. HBPS was synthesized via reversible addition-fragmentation chain transfer (RAFT) self-condensing vinyl polymerization (SCVP), and HBPS polymers with different terminal structures were prepared by changing the monomer structure. HBPS-g-PNIPAM was synthesized by the grafting of PNIPAM from each terminal of HBPS. To tune the cell adhesion and detachment properties, polar functional groups such as carboxylic acid and dimethylamino groups were introduced to HBPS-g-PNIPAM. Based on surface characterization using scanning transmission electron microscopy (STEM), X-ray photoelectron spectroscopy (XPS), and contact angle measurements, the advantage of the hyperbranched structure for the PNIPAM immobilization was evident in terms of the uniformity, stability, and thermoresponsiveness. Successful cell sheet harvesting was demonstrated on dishes coated with HBPS-g-PNIPAM. In addition, the cell adhesion and detachment properties could be tuned by the introduction of polar functional groups.

7.
Adv Mater ; 29(25)2017 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-28387437

RESUMO

The magnetocaloric effect is a well-known phenomenon where the temperature of a magnetic material varies upon application or removal of a magnetic field. This effect is anticipated to be applied to magnetic refrigeration technology, which is environmentally benign. For practical applications, it is essential to explore and expand the materials horizon of novel magnets that exhibit giant magnetocaloric effects to achieve sufficient cooling efficiency. In this article, several attempts to enhance the magnetocaloric effect are reviewed from the viewpoint of the competition or cooperation between the ferromagnetic interaction and other magnetic, electronic, and structural instabilities in strongly correlated materials. The results indicate that both the competition and cooperation between them promote the first-order nature of the magnetic transition, leading to giant magnetocaloric effects. Therefore, exploiting multiple instabilities is a promising strategy for exploring new magnetocaloric materials.

8.
Sci Adv ; 2(11): e1601378, 2016 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-27847874

RESUMO

Ferroelectrics with spontaneous electric polarization play an essential role in today's device engineering, such as capacitors and memories. Their physical properties are further enriched by suppressing the long-range polar order, as exemplified by quantum paraelectrics with giant piezoelectric and dielectric responses at low temperatures. Likewise in metals, a polar lattice distortion has been theoretically predicted to give rise to various unusual physical properties. However, to date, a "ferroelectric"-like transition in metals has seldom been controlled, and hence, its possible impacts on transport phenomena remain unexplored. We report the discovery of anomalous enhancement of thermopower near the critical region between the polar and nonpolar metallic phases in 1T'-Mo1-x Nb x Te2 with a chemically tunable polar transition. It is unveiled from the first-principles calculations and magnetotransport measurements that charge transport with a strongly energy-dependent scattering rate critically evolves toward the boundary to the nonpolar phase, resulting in large cryogenic thermopower. Such a significant influence of the structural instability on transport phenomena might arise from the fluctuating or heterogeneous polar metallic states, which would pave a novel route to improving thermoelectric efficiency.

9.
Angew Chem Int Ed Engl ; 55(49): 15292-15296, 2016 12 05.
Artigo em Inglês | MEDLINE | ID: mdl-27805780

RESUMO

The effects of Rh and Ru doping for SrFeO3 , a helimagnetic metal with a cubic perovskite structure, are studied by magnetic and resistivity measurements. Although SrRhO3 is a paramagnetic metal and SrRuO3 is a ferromagnetic one, the Rh doping induces a nearly ferromagnetic metallic state, whereas the Ru doping induces a spin-glass insulating state. Mössbauer measurements evidence a marked difference between SrFe0.8 Rh0.2 O3 and SrFe0.8 Ru0.2 O3 in the formal valences of Fe, which are estimated to be 4+ and 3.75+, respectively. The contrasting magnetic behaviors of Rh- and Ru-doped SrFeO3 are discussed in terms of the subtle balance between the double-exchange ferromagnetism and the superexchange antiferromagnetism.

10.
Sci Adv ; 2(1): e1501117, 2016 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-27152326

RESUMO

For the innovation of spintronic technologies, Dirac materials, in which low-energy excitation is described as relativistic Dirac fermions, are one of the most promising systems because of the fascinating magnetotransport associated with extremely high mobility. To incorporate Dirac fermions into spintronic applications, their quantum transport phenomena are desired to be manipulated to a large extent by magnetic order in a solid. We report a bulk half-integer quantum Hall effect in a layered antiferromagnet EuMnBi2, in which field-controllable Eu magnetic order significantly suppresses the interlayer coupling between the Bi layers with Dirac fermions. In addition to the high mobility of more than 10,000 cm(2)/V s, Landau level splittings presumably due to the lifting of spin and valley degeneracy are noticeable even in a bulk magnet. These results will pave a route to the engineering of magnetically functionalized Dirac materials.


Assuntos
Modelos Teóricos , Física
11.
Circ J ; 77(11): 2736-41, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-24004812

RESUMO

BACKGROUND: The double product (DP) breakpoint of heart rate (HR) and systolic blood pressure has been identified as coincident with anaerobic threshold (AT), but there are no simple methods for measuring cardiac metabolic stress (CMS) during an exercise test. It was hypothesized that the DP of HR and the amplitude of the first heart sound (AHS1) (DP-AHS1) would reflect CMS, and thus, the breakpoint in the DP-AHS1 (DPBP-AHS1) could be an alternative method for determining AT. METHODS AND RESULTS: Subjects (age range, 18-73 years) were recruited to perform a graded exercise test on a cycle ergometer with continuous monitoring of DP-AHS1, with left ventricular pressure (LVP; experiment 1, Ex1), plasma catecholamine and blood lactate (experiment 2, Ex2) and gas exchange (experiment 3, Ex3). Ex1: in all subjects there was a strong correlation between AHS1 and LVdP/dtmax (r=0.94-0.98), and between the DP-AHS1 and the triple product of HR, LVdP/dtmax, and max LVP (r=0.98-0.99). Ex2: DP-AHS1 was strongly correlated with adrenaline (r=0.97-1.00) and lactate (r=0.96-1.00) levels in all subjects. Ex3: there was a strong correlation between DPBP-AHS1, AT and maximum oxygen consumption. CONCLUSIONS: The present simple measure of DP-AHS1 can reflect plasma adrenaline and lactate levels during graded exercise testing. Further, DPBP-AHS1 is a surrogate marker of AT and a good index of functional aerobic capacity.


Assuntos
Pressão Sanguínea/fisiologia , Exercício Físico/fisiologia , Frequência Cardíaca/fisiologia , Ruídos Cardíacos/fisiologia , Miocárdio/metabolismo , Estresse Fisiológico/fisiologia , Adolescente , Adulto , Idoso , Biomarcadores/sangue , Catecolaminas/sangue , Epinefrina/sangue , Feminino , Humanos , Ácido Láctico/sangue , Masculino , Pessoa de Meia-Idade
12.
Neuropsychiatr Dis Treat ; 9: 1273-80, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-24039429

RESUMO

This study was conducted to compare the efficacy and safety of bupropion sustained-release (SR) formulation orally administered at daily doses of 150 mg/day (once daily) and 300 mg/day (150 mg twice daily) for 8 weeks versus placebo in Asian patients with major depressive disorder. The mean change from baseline in Montgomery-Åsberg Depression Rating Scale (MADRS) total score at week 8 was compared between each of the bupropion SR dose groups and the placebo group using an analysis of covariance with the multiplicity adjustment by Dunnett's step-down procedure. A total of 569 subjects met all of the inclusion criteria and proceeded to the treatment phase. The subjects proceeding to the treatment phase included 454 Japanese patients and 115 Korean patients. There was no statistically significant difference between each of the bupropion SR dose groups and the placebo group in the primary efficacy endpoint of change from baseline in MADRS total score at week 8. Similar results were generally obtained for all of the secondary efficacy endpoints. The secondary analysis and the other subgroup analysis did not show a statistically significant difference in efficacy. There was no substantial difference in the type, severity, and incidence of adverse events (AEs) between the bupropion SR dose groups and the placebo group, which indicates a favorable safety profile for bupropion SR. There were no significant findings in subjects treated with bupropion SR in regard to sexual dysfunction, weight change, and withdrawal syndrome, which are frequently recognized as clinical concerns associated with selective serotonin reuptake inhibitors, widely used for the treatment of depression.

13.
Anal Chem ; 83(24): 9443-9, 2011 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-22044073

RESUMO

Glycosaminoglycans (GAGs) play important roles in cell adhesion and growth, maintenance of extracellular matrix (ECM) integrity, and signal transduction. To fully understand the biological functions of GAGs, there is a growing need for sensitive, rapid, and quantitative analysis of GAGs. The present work describes a novel analytical technique that enables high throughput cellular/tissue glycosaminoglycomics for all three families of uronic acid-containing GAGs, hyaluronan (HA), chondroitin sulfate (CS)/dermatan sulfate (DS), and heparan sulfate (HS). A one-pot purification and labeling procedure for GAG Δ-disaccharides was established by chemo-selective ligation of disaccharides onto high density hydrazide beads (glycoblotting) and subsequent labeling by fluorescence. The 17 most common disaccharides (eight comprising HS, eight CS/DS, and one comprising HA) could be separated with a single chromatography for the first time by employing a zwitter-ionic type of hydrophilic-interaction chromatography column. These novel analytical techniques were able to precisely characterize the glycosaminoglycome in various cell types including embryonal carcinoma cells and ocular epithelial tissues (cornea, conjunctiva, and limbus).


Assuntos
Sulfatos de Condroitina/análise , Cromatografia Líquida de Alta Pressão , Dermatan Sulfato/análise , Heparitina Sulfato/análise , Ácido Hialurônico/análise , Animais , Linhagem Celular , Túnica Conjuntiva/metabolismo , Cricetinae , Dissacarídeos/análise , Humanos , Interações Hidrofóbicas e Hidrofílicas , Íons/química , Camundongos , Coelhos
14.
Nat Mater ; 8(7): 558-62, 2009 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-19503067

RESUMO

Controlling ferromagnetism by an external electric field has been a great challenge in materials physics, for example towards the development of low-power-consumption spintronics devices. To achieve an efficient mutual control of electricity and magnetism, the use of multiferroics--materials that show both ferroelectric and ferromagnetic/antiferromagnetic order--is one of the most promising approaches. Here, we show that GdFeO(3), one of the most orthodox perovskite oxides, is not only a weak ferromagnet but also possesses a ferroelectric ground state, in which the ferroelectric polarization is generated by the striction through the exchange interaction between the Gd and Fe spins. Furthermore, in this compound, ferroelectric polarization and magnetization are successfully controlled by magnetic and electric fields, respectively. This unprecedented mutual controllability of electricity and magnetism is attributed to the unique feature of composite domain wall clamping of the respective domain walls for electric and magnetic orders. This domain wall feature generally determines the efficiency of the mutual controllability and thus could have an important role towards the application of multiferroics to practical devices.

15.
BMC Biotechnol ; 9: 17, 2009 Mar 06.
Artigo em Inglês | MEDLINE | ID: mdl-19267909

RESUMO

BACKGROUND: Although the clinical results of autologous chondrocyte implantation for articular cartilage defects have recently improved as a result of advanced techniques based on tissue engineering procedures, problems with cell handling and scaffold imperfections remain to be solved. A new cell-sheet technique has been developed, and is potentially able to overcome these obstacles. Chondrocyte sheets applicable to cartilage regeneration can be prepared with this cell-sheet technique using temperature-responsive culture dishes. However, for clinical application, it is necessary to evaluate the characteristics of the cells in these sheets and to identify their similarities to naive cartilage. RESULTS: The expression of SOX 9, collagen type 2, 27, integrin alpha 10, and fibronectin genes in triple-layered chondrocyte sheets was significantly increased in comparison to those in conventional monolayer culture and in a single chondrocyte sheet, implying a nature similar to ordinary cartilage. In addition, immunohistochemistry demonstrated that collagen type II, fibronectin, and integrin alpha 10 were present in the triple-layered chondrocyte sheets. CONCLUSION: The results of this study indicate that these chondrocyte sheets with a consistent cartilaginous phenotype and adhesive properties may lead to a new strategy for cartilage regeneration.


Assuntos
Cartilagem Articular/fisiologia , Condrócitos/citologia , Condrócitos/metabolismo , Regeneração , Engenharia Tecidual/métodos , Adolescente , Adulto , Células Cultivadas , Colágeno Tipo II/metabolismo , Feminino , Fibronectinas/metabolismo , Expressão Gênica , Humanos , Cadeias alfa de Integrinas/metabolismo , Masculino , Microscopia Eletrônica de Varredura , Pessoa de Meia-Idade , Fatores de Transcrição SOX9/metabolismo , Adulto Jovem
16.
Chem Pharm Bull (Tokyo) ; 56(9): 1259-63, 2008 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-18758097

RESUMO

Novel phosphorothioate-modified oligodeoxynucleotides (S-ODNs) containing a deoxyuridine derivative bearing a spermine moiety at the C-5 position were synthesized. The study of the thermal stability and the thermodynamic stability showed that the modified S-ODNs have been able to form the stable duplexes with the complementary DNA. It was also found that the duplex composed of the modified S-ODN and its complementary RNA strand is the substrate for Escherichia coli RNase H, and the cleavage of the RNA strand by the enzyme was almost similar as in the case of the unmodified one.


Assuntos
DNA Complementar/química , Desoxiuridina/química , Oligonucleotídeos Fosforotioatos/química , Ribonuclease H/química , Espermina/química , Cromatografia Líquida de Alta Pressão , Espectrometria de Massas por Ionização por Electrospray , Espectrofotometria Ultravioleta , Especificidade por Substrato , Termodinâmica
17.
Med Biol Eng Comput ; 46(8): 735-43, 2008 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-18546028

RESUMO

Some treatments for full thickness defects of the articular cartilage, such as the transplantation of cultured chondrocytes have already been performed. However, in order to overcome osteoarthritis, we must further study the partial thickness defects of articular cartilage. It is much more difficult to repair a partial thickness defect because few repair cells can address such injured sites. We herein show that bioengineered and layered chondrocyte sheets using temperature-responsive culture dishes may be a potentially useful treatment for the repair of partial thickness defects. We also show that a chondrocyte-plate using a rotational culture system without the use of a scaffold may also be useful as a core cartilage of an articular cartilageous defect. We evaluated the properties of these sheets and plates using histological findings, scanning electrical microscopy, and photoacoustic measurement methods, which we developed to evaluate the biomechanical properties of tissue-engineered cartilage. In conclusion, the layered chondrocyte sheets and chondrocyte-plates were able to maintain the cartilageous phenotype, thus suggesting that they could be a new and potentially effective therapeutic product when attached to the sites of cartilage defects.


Assuntos
Cartilagem Articular/lesões , Condrócitos/transplante , Regeneração Tecidual Guiada/métodos , Engenharia Tecidual/métodos , Adolescente , Adulto , Animais , Fenômenos Biomecânicos , Técnicas de Cultura de Células , Condrócitos/ultraestrutura , Feminino , Humanos , Masculino , Microscopia Eletrônica de Varredura , Pessoa de Meia-Idade , Coelhos , Cicatrização
18.
Cell Transplant ; 17(1-2): 51-9, 2008.
Artigo em Inglês | MEDLINE | ID: mdl-18468235

RESUMO

The term "immunoisolation" refers to the encapsulation of a graft in a selectively permeable membrane. Encapsulation of cellular grafts may provide a way to protect the graft from immune attack without the need for immunosuppressive agents. Although numerous types of artificial materials have been used for encapsulating membranes, their incomplete biocompatibility causes foreign body reaction against the membranes. A new technique has been developed, called cell sheet engineering using temperature-responsive culture dishes, that allows the use of living cells as an immunoisolating membrane in this study. Using this method, the cultured cells can be easily harvested in the shape of a sheet by a simple change of the temperature without the use of proteolytic enzymes. A cell sheet can be created with three-dimensional structure by making multiple cell sheet layers. In this study, a new technique of macroencapsulation (bioartificial organs) has been developed using chondrocyte sheets. Among the various candidate cells, pancreatic islet cells were selected for a bioartificial organ in this study. A chondrocyte sheeting immunodelusive immunoisolated bioartificial pancreas (CSI-BAP) was manufactured by means of cell sheet engineering. An auricular cartilage, which is a histologically elastic cartilage from dogs (beagle), was used as a source of immunoisolating membrane. CSI-BAP was made by multilayering the chondrocyte sheets, and the donor's islets were located between each sheet. Islets were isolated and prepared from the dog (ALLO-model) and Brown Norway (BN) rat (XENO-model). The CSI-BAP was cultured for 83 days and the cultured medium was collected every 24 h to measure the insulin concentrations. The CSI-BAP was examined histologically using hematoxyhin and eosin (H&E), and azan dye staining. In addition, immunohistochemical staining was performed to demonstrate the insulin production of CSI-BAP. Insulin secretion of CSI-BAP on day 16 was reduced to 21.4% of the insulin secretion level of day 10, which was the start point of measurement. Although a gradual reduction was observed, insulin secretion was maintained for 3 months. The CSI-BAP was capable of secreting insulin to the culture medium during the observation period. Histological evaluations demonstrated the good viability of the islets, and immunohistochemistry showed the positive staining of insulin. This novel technology may be used for other kinds of endocrine cells or hepatocytes, which may become the models for immunoisolated bioartificial organs in the near future.


Assuntos
Órgãos Bioartificiais , Pâncreas Artificial , Engenharia Tecidual/métodos , Animais , Comunicação Celular , Técnicas de Cultura de Células , Condrócitos/citologia , Condrócitos/imunologia , Técnicas de Cocultura , Diabetes Mellitus/terapia , Cães , Insulina/biossíntese , Ilhotas Pancreáticas/citologia , Ilhotas Pancreáticas/imunologia , Transplante das Ilhotas Pancreáticas , Masculino , Ratos
19.
Biochem Biophys Res Commun ; 349(2): 723-31, 2006 Oct 20.
Artigo em Inglês | MEDLINE | ID: mdl-16949051

RESUMO

Some treatments for full thickness defects of articular cartilage, such as cultured chondrocyte transplantation, have already been done. However, to overcome osteoarthritis, we must further study the partial thickness defect of articular cartilage. It is much more difficult to repair a partial thickness defect because few repairing cells can address such injured sites. We herein show that bioengineered layered chondrocyte sheets using temperature-responsive culture dishes may be a potentially useful treatment for partial thickness defects. We evaluated the property of these sheets using real-time PCR and histological findings, and allografted these sheets to evaluate the effect of treatment using a rabbit partial model. In conclusion, layered chondrocyte sheets were able to maintain the cartilageous phenotype, and could be attached to the sites of cartilage damage which acted as a barrier to prevent a loss of proteoglycan from these sites and to protect them from catabolic factors in the joint.


Assuntos
Engenharia Biomédica/métodos , Cartilagem Articular/metabolismo , Condrócitos/metabolismo , Animais , Transplante Ósseo , Doenças das Cartilagens/terapia , Cartilagem Articular/citologia , Membrana Celular/metabolismo , Proliferação de Células , Transplante de Células/métodos , Humanos , Compostos Orgânicos/química , Fenótipo , Coelhos , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Temperatura
20.
IEEE Trans Neural Netw ; 17(4): 829-42, 2006 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-16856649

RESUMO

We exhibit an important property called the asymptotic equipartition property (AEP) on empirical sequences in an ergodic multiagent Markov decision process (MDP). Using the AEP which facilitates the analysis of multiagent learning, we give a statistical property of multiagent learning, such as reinforcement learning (RL), near the end of the learning process. We examine the effect of the conditions among the agents on the achievement of a cooperative policy in three different cases: blind, visible, and communicable. Also, we derive a bound on the speed with which the empirical sequence converges to the best sequence in probability, so that the multiagent learning yields the best cooperative result.


Assuntos
Aprendizagem , Cadeias de Markov , Modelos Estatísticos
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