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1.
Front Neurosci ; 17: 1283644, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-38089977

RESUMO

[This corrects the article DOI: 10.3389/fnins.2023.1135850.].

2.
Front Neurosci ; 17: 1135850, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37559702

RESUMO

In this paper, a novel EEG emotion recognition method based on residual graph attention neural network is proposed. The method constructs a three-dimensional sparse feature matrix according to the relative position of electrode channels, and inputs it into the residual network to extract high-level abstract features containing electrode spatial position information. At the same time, the adjacency matrix representing the connection relationship of electrode channels is constructed, and the time-domain features of multi-channel EEG are modeled using graph. Then, the graph attention neural network is utilized to learn the intrinsic connection relationship between EEG channels located in different brain regions from the adjacency matrix and the constructed graph structure data. Finally, the high-level abstract features extracted from the two networks are fused to judge the emotional state. The experiment is carried out on DEAP data set. The experimental results show that the spatial domain information of electrode channels and the intrinsic connection relationship between different channels contain salient information related to emotional state, and the proposed model can effectively fuse these information to improve the performance of multi-channel EEG emotion recognition.

3.
Nanomaterials (Basel) ; 12(21)2022 Nov 07.
Artigo em Inglês | MEDLINE | ID: mdl-36364699

RESUMO

The surfactant modification of catalyst morphology is considered as an effective method to improve photocatalytic performance. In this work, the visible-light-driven composite photocatalyst was obtained by growing CdS nanoparticles in the cubic crystal structure of CdCO3, which, after surfactant modification, led to the formation of CdCO3 elliptical spheres. This reasonable composite-structure-modification design effectively increased the specific surface area, fully exposing the catalytic-activity check point. Cd2+ from CdCO3 can enter the CdS crystal structure to generate lattice distortion and form hole traps, which productively promoted the separation and transfer of CdS photogenerated electron-hole pairs. The prepared 5-CdS/CdCO3@SDS exhibited excellent Cr(VI) photocatalytic activity with a reduction efficiency of 86.9% within 30 min, and the reduction rate was 0.0675 min-1, which was 15.57 and 14.46 times that of CdS and CdCO3, respectively. Finally, the main active substances during the reduction process, the photogenerated charge transfer pathways related to heterojunctions and the catalytic mechanism were proposed and analyzed.

4.
ACS Appl Mater Interfaces ; 14(18): 20641-20651, 2022 May 11.
Artigo em Inglês | MEDLINE | ID: mdl-35481761

RESUMO

Although capsule-like materials as host carriers for enzyme encapsulation have been a hot topic in recent years, creating an ideal microenvironment for enhanced enzymatic performance is still a formidable challenge. Herein, we created a template-free method to in situ encapsulate natural enzymes in hollow covalent organic framework (COF) capsules at room temperature. The COF crystallites migrated from the inner core and self-assembled at the outside walls during the inside-out Ostwald ripening process, retaining the enzymes in the cavity. The adjustable hollow structure of the enzyme@COF capsule allowed the basic vibration of the enzyme to maintain a certain degree of freedom, thus significantly enhancing the enzymatic bioactivity. The hollow enzyme@COF capsule has large mesoporous tunnels allowing the efficient transport. In addition, the enzyme encapsulated in the capsule showed superior activity and ultrahigh stability under various extreme conditions that may lead to enzyme inactivation, such as high temperature, organic solvents, chelates, and the denaturing agent. Finally, the prepared hollow GOx@COF capsule was used for electrochemical sensing of glucose in human serum, and the electrochemical sensor exhibited high selectivity and satisfactory test results. This research not only provides a new way for COFs to encapsulate enzymes but also has potential applications in biocatalysis and biosensing, making artificial organelles possible.


Assuntos
Estruturas Metalorgânicas , Biocatálise , Biomarcadores , Cápsulas , Humanos , Estruturas Metalorgânicas/química
5.
Anal Chem ; 94(18): 6833-6841, 2022 05 10.
Artigo em Inglês | MEDLINE | ID: mdl-35482423

RESUMO

Constructing enzyme-like active sites in mimic enzyme systems is critical for achieving catalytic performances comparable to natural enzymes and can shed light on the natural development of enzymes. In this study, we described a specific hemin-based mimetic enzyme, which was facilely synthesized by the assembly of zeolitic imidazolate framework-l (ZIF-l) and hemin. The obtained hemin-based mimetic enzyme (denoted as ZIF-l-hemin) displayed enhanced peroxidase activity compared to free hemin in solution. Such excellent activity originated from the ZIF-l framework mimicking the active site cavity microenvironment of horseradish peroxidase in terms of axially coordinated histidine and distal histidine. Additionally, the constructed peroxidase mimetic was extremely resistant to a variety of severe circumstances that would normally denature natural enzymes. These characteristics made ZIF-l-hemin a potential platform for the colorimetric sensor of uranium (UO22+) with wide linear ranges (0.25-40 µM) and low limits of detection (0.079 µM). Moreover, the detection mechanism demonstrated that the coordination of uranyl ion with imidazole of ZIF-l-hemin reduced the catalytic efficiency of ZIF-l-hemin. The current work not only proposed a novel approach for fabricating artificial peroxidase but also offered facile colorimetric methods for selective radionuclide detection.


Assuntos
Estruturas Metalorgânicas , Urânio , Zeolitas , Colorimetria , Corantes , Hemina/química , Histidina , Estruturas Metalorgânicas/química , Peroxidase , Peroxidases
6.
Zool Res ; 43(2): 205-216, 2022 Mar 18.
Artigo em Inglês | MEDLINE | ID: mdl-35084126

RESUMO

Red tilapia ( Oreochromis spp .) is one of the most popular fish in China due to its bright red appearance, fast growth rate, and strong adaptability. Understanding the sex determination mechanisms is of vital importance for the selection of all-male lines to increase aquacultural production of red tilapia. In this research, the genetic architecture for sex from four mapping populations ( n=1 090) of red tilapia was analyzed by quantitative trait loci (QTL)-seq, linkage-based QTL mapping, and linkage disequilibrium (LD)-based genome-wide association studies. Two genome-wide significant QTL intervals associated with sex were identified on ChrLG1 (22.4-23.9 Mb) and ChrLG23 (32.0-35.9 Mb), respectively. The QTL on ChrLG1 was detected in family 1 (FAM1), FAM2, and FAM4, and the other QTL on ChrLG23 was detected in FAM3 and FAM4. Four microsatellite markers located within the QTL were successfully developed for marker-assisted selection. Interestingly, three ( lpp, sox14, and amh) of the 12 candidate genes located near or on the two QTL intervals were abundantly expressed in males, while the remaining genes were more highly expressed in females. Seven genes ( scly, ube3a, lpp, gpr17, oca2, cog4, and atp10a) were significantly differentially expressed between the male and female groups. Furthermore, LD block analysis suggested that a cluster of genes on ChrLG23 may participate in regulating sex development in red tilapia. Our study provides important information on the genetic architecture of sex in red tilapia and should facilitate further exploration of sex determination mechanisms in this species.


Assuntos
Locos de Características Quantitativas , Tilápia , Animais , Feminino , Estudos de Associação Genética/veterinária , Ligação Genética , Masculino , Tilápia/genética
7.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-920547

RESUMO

Building a strong public health system has become an urgent task in the new era. Based on more than eight years of systematic research, we believe that five aspects need to be prioritized for a strong system. First, we should change the perspective on public health, using the word “gonggong jiankang” to replace “gonggong weisheng” and the word “gonggong jiankang tixi” to replace “gonggong weisheng tixi”, to lead the public health system development. Second, we should develop a suitable public health system and continuously improve the health capacity for governance. Third, we should make it clear that the goal of building a strong system is not far-fetched, and we need to consolidate the existing institutional advantages of China’s public health system: when encountering major problems, we can maintain a unified goal and mobilize the whole society to cooperate effectively to accomplish the goal. However, we need to make up for shortcomings one by one, especially to solve the key problem of lacking a strong coordination mechanism in daily work. Fourth, we should pursue excellence and consolidate the“suitable” mechanism proven in the process of coping with the COVID-19, so that efficient mechanisms to deal with major issues can be used in routine work, and efforts should be made to consolidate the advantages of prevention and control of infectious diseases and emergency response,so as to achieve the balanced development of regions categories and units.Finally, it is necessary to strengthen the coordination of government and research institutions, in the aspects of technological innovation, talent team building and accurate consulting services, and work together to pursue a suitable and strong system to realize the modernization of the health system and capacity for governance.

8.
ACS Appl Mater Interfaces ; 13(24): 27796-27805, 2021 Jun 23.
Artigo em Inglês | MEDLINE | ID: mdl-34102846

RESUMO

Two-photon polymerization of a three-dimensional (3D) hydrogel structure has been widely applied in biological tissue engineering. For improving the biocompatibility of hydrogel structures, a new kind of ionic carbazole water-soluble photoinitiator was prepared to realize the fabrication of a 3D hydrogel structure in aqueous phase. 3,6-Bis[2-(1-methyl-pyridinium)vinyl]-9-methyl-carbazole diiodide (BMVMC) and cucurbit[7]uril (CB7) have been employed to generate a complex with better water solubility by host-guest interactions. The binding ratio of the complex was demonstrated to be 1:1 through the characterization of isothermal titration calorimetry (ITC). The two-photon absorption (TPA) cross section of the complex increases to 2500 GM compared with the 750 GM of the BMVMC molecule. Then, an aqueous-phase photoresist was obtained using the CB7/BMVMC complex as the photoinitiator and poly(ethylene glycol) diacrylate (PEGda) as the hydrogel monomer. Two-photon fabrication capability in aqueous phase has been studied using the as-prepared photoresist. A low laser threshold of 3.7 mW as well as a high resolution of 180 nm are achieved. Benefiting from the fluorescence properties of the photoinitiator, we can achieve the confocal fluorescence images without any assistance of fluorescent probes. Subsequently, a 3D engineered hydrogel scaffold microstructure was fabricated by the two-photon polymerization technology, whose biocompatibility was demonstrated by culturing the structure with living cells of L929. The BMVMC-CB7 complex and the as-prepared photoresist are demonstrated to have good biocompatibility, which is prospective for further application in tissue engineering.


Assuntos
Carbazóis/química , Hidrogéis/química , Alicerces Teciduais/química , Animais , Hidrocarbonetos Aromáticos com Pontes/síntese química , Hidrocarbonetos Aromáticos com Pontes/química , Hidrocarbonetos Aromáticos com Pontes/toxicidade , Carbazóis/síntese química , Carbazóis/efeitos da radiação , Carbazóis/toxicidade , Linhagem Celular , Módulo de Elasticidade , Hidrogéis/síntese química , Hidrogéis/efeitos da radiação , Hidrogéis/toxicidade , Imidazóis/síntese química , Imidazóis/química , Imidazóis/toxicidade , Camundongos , Fótons , Polimerização/efeitos da radiação , Solubilidade , Engenharia Tecidual/métodos , Água/química
9.
ACS Appl Mater Interfaces ; 13(13): 14995-15007, 2021 Apr 07.
Artigo em Inglês | MEDLINE | ID: mdl-33769803

RESUMO

A reasonable design of multifarious chemo- and biocatalytic functions within individual nano/microunits is urgently desired for high-performance cascade reactions but has heretofore remained elusive. Herein, glucose oxidase was functionalized with oligonucleotides and steadily chemisorbed on magnetic layered double hydroxides (mLDHs) to construct a multimodal catalytic platform for realizing divergent reactions with heterogeneous and biocatalytic steps. The flowerlike mLDHs served both as an enzyme support and a peroxidase mimic cooperating with enzymes for tandem catalysis. Oligo-DNA connected the enzymes to mLDHs like a bridge, and a stepwise ligand-exchange-assisted coordination mechanism was proposed to explain the robust interaction between DNA and mLDHs. More importantly, DNA significantly improved the bioactivity of the whole system. The acceleration mechanism was attributed to the diffusion tunnels for the substrate/product and enhanced substrates binding on mLDHs. The multimodal catalytic platform was applied for colorimetric and electrochemical sensing of glucose with a low limit of detection and high selectivity. The practical analysis capability of the ultrasensitive sensor was evaluated by detecting glucose in human serum and sweat, showing reliable results, satisfactory recovery, and excellent stability. The strategy of combining mLDHs and enzymes for cascade catalysis provides a universal approach to prepare chemo-enzyme hybrids with high performance, which holds great promise for applications in biosensors and industrial catalysis.


Assuntos
Técnicas Biossensoriais/métodos , Glucose/análise , Hidróxidos/química , Oligonucleotídeos/química , Biocatálise , Glicemia/análise , Colorimetria/métodos , DNA/química , Enzimas Imobilizadas/química , Glucose Oxidase/química , Humanos , Limite de Detecção , Imãs/química , Suor/química
10.
Psychosom Med ; 83(4): 322-327, 2021 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-33284256

RESUMO

OBJECTIVE: This study aimed to compare the mental health and psychological responses in Wuhan, a severely affected area, and other areas of China during the coronavirus disease 2019 (COVID-19) epidemic. METHODS: This cross-sectional study was conducted on February 10-20, 2020. A set of online questionnaires was used to measure mental health and responses. A total of 1397 participants from Wuhan (age, 36.4 ± 10.7 years; male, 36.1%) and 2794 age- and sex-matched participants from other areas of China (age, 35.9 ± 9.9 years; male, 39.0%) were recruited. RESULTS: Compared with their counterparts, participants from Wuhan had a significantly higher prevalence of any mental health problems (46.6% versus 32.2%; adjusted odds ratio [OR] = 1.89, 95% confidence interval [CI] = 1.65-2.17), anxiety (15.2% versus 6.2%; adjusted OR = 2.65, 95% CI = 2.14-3.29), depression (18.3% versus 9.7%; adjusted OR = 2.11, 95% CI = 1.74-2.54), suicidal ideation (10.5% versus 7.1%; adjusted OR = 1.60, 95% CI = 1.28-2.02), and insomnia (38.6% versus 27.6%; adjusted OR = 1.70, 95% CI = 1.48-1.96). Participants from Wuhan had a slightly higher rate of help-seeking behavior (7.1% versus 4.2%; adjusted OR = 1.76, 95% CI = 1.12-2.77) but similar rate of treatment (3.5% versus 2.7%; adjusted OR = 1.23, 95% CI = 0.68-2.24) for mental problems than did their counterparts. In addition, compared with their counterparts, participants from Wuhan gave higher proportions of responses regarding "fearful" (52% versus 36%, p < .001), "discrimination against COVID-19 cases" (64% versus 58%, p = .006), "strictly comply with preventive behaviors" (98.7% versus 96%, p = .003), and "fewer living and medical supplies" (<2 weeks: 62% versus 57%, p = .015). CONCLUSIONS: The COVID-19 epidemic has raised enormous challenges regarding public mental health and psychological responses, especially in the highly affected Wuhan area. The present findings provide important information for developing appropriate strategies for the prevention and management of mental health problems during COVID-19 and other epidemics.


Assuntos
COVID-19/psicologia , Saúde Mental , Adulto , Ansiedade/epidemiologia , Ansiedade/etiologia , China/epidemiologia , Estudos Transversais , Depressão/epidemiologia , Depressão/etiologia , Epidemias , Feminino , Humanos , Masculino , Transtornos Mentais/epidemiologia , Transtornos Mentais/etiologia , Saúde Mental/estatística & dados numéricos , Escalas de Graduação Psiquiátrica , Ideação Suicida , Inquéritos e Questionários
11.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-792878

RESUMO

The outbreak of COVID-19 has exposed many shortcomings in disease control and prevention system (DCPS) of China. Resolving the problems and strengthening the DCPS became the top priority in China’s public policy agenda. This paper revealed the problems of the system regarding policy-making, regulations, operation mechanism and staff, and proposed several strategies from three aspects of legal construction, management system, and operation mechanism, including: 'Prevention first' should be incorporated into the national legal system, all the departments should be engaged in 'Healthy China 2030' initiative, laws and regulations should be amended, new disease prevention and control management institutions should be set up, a high-quality professional team should be retained, the regional health information exchange channels should be strengthened, the coordinated mechanism for disease prevention and control should be normalized, the long-term investment mechanism should be established, and the equipment renewal and reserve system should be improved.

12.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-827537

RESUMO

Lysophosphatidic acid (LPA) is a small phospholipid that is present in all eukaryotic tissues and blood plasma. As an extracellular signaling molecule, LPA mediates many cellular functions by binding to six known G protein-coupled receptors and activating their downstream signaling pathways. These functions indicate that LPA may play important roles in many biological processes that include organismal development, wound healing, and carcinogenesis. Recently, many studies have found that LPA has various biological effects in different kinds of bone cells. These findings suggest that LPA is a potent regulator of bone development and remodeling and holds promising application potential in bone tissue engineering. Here, we review the recent progress on the biological regulatory function of LPA in bone tissue cells.


Assuntos
Fenômenos Biológicos , Osso e Ossos , Lisofosfolipídeos , Receptores de Ácidos Lisofosfatídicos
13.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-862473

RESUMO

On the basis of systematic evaluation of 32 provincial capital cities and municipalities in their capacity for preventing and controlling emerging infectious diseases, focus analysis is made on Wuhan in relation to its advantages and disadvantages as follows:There has been a legal basis for epidemic prevention according to law, but it has not translated into effective action.There has been an organizational basis for responding to epidemic, but coordination mechanism has not been effectively established.The management mechanism has been complete, but the division of responsibilities among different departments has not been clear.The monitoring network has been set up, but its role of "predictive warning" has not been played.Insufficiency of public health service delivery was observed owing to lack of financial investment.In cities of China, advantages and disadvantages have been both existent in their capacity to prevent and control of emerging infectious disease.We should be vigilant in this regard. It is imperative to "fill defects, stop leaks and strengthen weakness".There is a Chinese saying:"It is not too late to mend a fold after the sheep have been stolen".

14.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-876384

RESUMO

The outbreak of COVID-19 has exposed many shortcomings in disease control and prevention system (DCPS) of China.Resolving the problems and strengthening the DCPS became the top priority on China′s public policy agenda.This paper reveals the problems of the DCPS system regarding policy-making, regulations, operation mechanism and staff, and proposes several strategies from three aspects of legal construction, management system, and operation mechanism, including:"Prevention first" should be incorporated into the national legal system, all the departments should be engaged in "Healthy China 2030" initiative, laws and regulations should be amended, new disease prevention and control management institutions should be set up, a high-quality professional team should be retained, the regional health information exchange channels should be strengthened, the coordinated mechanism for disease prevention and control should be normalized, the long-term investment mechanism should be established, and the equipment renewal and reserve system should be improved.

15.
Sensors (Basel) ; 19(9)2019 May 13.
Artigo em Inglês | MEDLINE | ID: mdl-31086110

RESUMO

Emotion recognition based on multi-channel electroencephalograph (EEG) signals is becoming increasingly attractive. However, the conventional methods ignore the spatial characteristics of EEG signals, which also contain salient information related to emotion states. In this paper, a deep learning framework based on a multiband feature matrix (MFM) and a capsule network (CapsNet) is proposed. In the framework, the frequency domain, spatial characteristics, and frequency band characteristics of the multi-channel EEG signals are combined to construct the MFM. Then, the CapsNet model is introduced to recognize emotion states according to the input MFM. Experiments conducted on the dataset for emotion analysis using EEG, physiological, and video signals (DEAP) indicate that the proposed method outperforms most of the common models. The experimental results demonstrate that the three characteristics contained in the MFM were complementary and the capsule network was more suitable for mining and utilizing the three correlation characteristics.


Assuntos
Eletroencefalografia/métodos , Emoções/fisiologia , Aprendizado de Máquina , Córtex Cerebral/fisiologia , Eletrodos , Emoções/classificação , Entropia , Humanos , Processamento de Sinais Assistido por Computador
16.
Zool Res ; 40(2): 108-112, 2019 Mar 18.
Artigo em Inglês | MEDLINE | ID: mdl-30213922

RESUMO

Genetically improved farmed tilapia (GIFT) and GIFT-derived strains account for the majority of farmed tilapia worldwide. As male tilapias grow much faster than females, they are often considered more desirable in the aquacultural industry. Sex reversal of females to males using the male sex hormone 17-α-methyltestosterone (MT) is generally used to induce phenotypic males during large-scale production of all male fingerlings. However, the widespread use of large quantities of sex reversal hormone in hatcheries may pose a health risk to workers and ecological threats to surrounding environments. Breeding procedures to produce genetically all-male tilapia with limited or no use of sex hormones are therefore urgently needed. In this study, by applying marker-assisted selection (MAS) for the selection of YY supermales from a GIFT-derived strain, we identified 24 XY pseudofemale and 431 YY supermale tilapias. Further performance evaluation on the progenies of the YY supermales resulted in male rates of 94.1%, 99.5% and 99.6%, respectively, in three populations, and a daily increase in body weight of 1.4 g at 3 months (n=997). Our study established a highly effective MAS procedure in the selection of YY supermales from a GIFT-derived strain. Furthermore, the development of MAS-selected YY supermales will help reduce the utilization of hormones for controlling sex in the tilapia aquaculture.


Assuntos
Seleção Genética , Tilápia/genética , Tilápia/fisiologia , Cromossomo Y , Animais , Aquicultura , Masculino , Processos de Determinação Sexual/genética , Razão de Masculinidade , Tilápia/crescimento & desenvolvimento
17.
Chinese Journal of Burns ; (6): 628-629, 2019.
Artigo em Chinês | WPRIM (Pacífico Ocidental) | ID: wpr-810829

RESUMO

In the process of establishing Sprague Dawley rat skin grafting model, to prevent rats from biting and scratching the wounds is the key factor for determining success or failure. To solve this problem, the author designed a restraint material, which consists of neck film ring and limb dressing. It plays a good role in preventing rats from biting and scratching the wounds, and is worthy of popularization and application.

19.
Biochem Biophys Res Commun ; 503(1): 228-234, 2018 09 03.
Artigo em Inglês | MEDLINE | ID: mdl-29885835

RESUMO

BACKGROUND: Metastasis of prostate cancer (PCa) is largely affected by natural killer (NK) cells. This study aimed to clarify the mechanisms underlying tumor cells escaping from NK cells mediated by HIF-1α. METHODS: MiR-224 expression in lymphocytes and HIF-1α protein level in NK cells were determined by qRT-PCR and western blot, respectively. The amount of NKp46+ NK cells was detected with flow cytometry. The IFN-γ level was examined by enzyme linked immunosorbent assay (ELISA). NK cells were tested for cytolytic activity with a Non-Radioactive Cytotoxicity Assay, and treated with oxygenglucose deprivation (OGD) for hypoxia simulation. Interaction between miR-224 and NCR1 was evaluated with dual luciferase reporter assay. RESULTS: MiR-224 was down-regulated in lymphocytes isolated from prostate cancer tissues (n = 10). Overexpression of miR-224 protected prostate cancer from NK cells. HIF-1α increased miR-224 to inhibit the killing capability of NK cells on prostate cancer. MiR-224 controlled the expression of NCR1. Overexpression of miR-224 protected prostate cancer from NK cells through NCR1/NKp46 signaling. Suppression of HIF-1α enhanced the cytotoxicity of NK cells on prostate cancer via miR-224/NCR1 pathway. CONCLUSION: HIF-1α inhibits NCR1/NKp46 pathway through up-regulating miR-224, which affects the killing capability of NK cells on prostate cancer, thus inducing immune escape of tumor cells.


Assuntos
Subunidade alfa do Fator 1 Induzível por Hipóxia/imunologia , MicroRNAs/metabolismo , Receptor 1 Desencadeador da Citotoxicidade Natural/metabolismo , Neoplasias da Próstata/imunologia , Neoplasias da Próstata/metabolismo , Evasão Tumoral/imunologia , Linhagem Celular , Citotoxicidade Imunológica , Regulação para Baixo , Humanos , Técnicas In Vitro , Células Matadoras Naturais/imunologia , Células Matadoras Naturais/metabolismo , Linfócitos/imunologia , Linfócitos/metabolismo , Masculino , MicroRNAs/genética , Neoplasias da Próstata/genética , Transdução de Sinais , Evasão Tumoral/genética , Regulação para Cima
20.
PLoS One ; 13(5): e0197499, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29795600

RESUMO

Clustering time series data is of great significance since it could extract meaningful statistics and other characteristics. Especially in biomedical engineering, outstanding clustering algorithms for time series may help improve the health level of people. Considering data scale and time shifts of time series, in this paper, we introduce two incremental fuzzy clustering algorithms based on a Dynamic Time Warping (DTW) distance. For recruiting Single-Pass and Online patterns, our algorithms could handle large-scale time series data by splitting it into a set of chunks which are processed sequentially. Besides, our algorithms select DTW to measure distance of pair-wise time series and encourage higher clustering accuracy because DTW could determine an optimal match between any two time series by stretching or compressing segments of temporal data. Our new algorithms are compared to some existing prominent incremental fuzzy clustering algorithms on 12 benchmark time series datasets. The experimental results show that the proposed approaches could yield high quality clusters and were better than all the competitors in terms of clustering accuracy.


Assuntos
Análise por Conglomerados , Lógica Fuzzy , Algoritmos , Modelos Teóricos , Fatores de Tempo
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