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Dynamics and optimal control of tuberculosis model with the combined effects of vaccination, treatment and contaminated environments. 具有疫苗接种、治疗和污染环境综合效应的结核病模型的动力学和优化控制。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-03-07 DOI: 10.3934/mbe.2024234
Tao-Li Kang, Hai-Feng Huo, Hong Xiang

Tuberculosis has affected human beings for thousands of years, and until today, tuberculosis still ranks third among 29 infectious diseases in China. However, most of the existing mathematical models consider a single factor, which is not conducive to the study of tuberculosis transmission dynamics. Therefore, this study considers the combined effects of vaccination, treatment, and contaminated environments on tuberculosis, and builds a new model with seven compartments of $ SVEITRW $ based on China's tuberculosis data. The study shows that when the basic reproduction number $ R_{0} $ is less than 1, the disease will eventually disappear, but when $ R_{0} $ is greater than 1, the disease may persist. In the numerical analysis part, we use Markov-chain Monte-Carlo method to obtain the optimal parameters of the model. Through the next generation matrix theory, we calculate that the $ R_{0} $ value of tuberculosis in China is $ 2.1102 $, that is, if not controlled, tuberculosis in China will not disappear over time. At the same time, through partial rank correlation coefficients, we find the most sensitive parameter to the basic reproduction number $ R_{0} $. On this basis, we combine the actual prevalence of tuberculosis in China, apply Pontryagin's maximum principle, and perform cost-effectiveness analysis to obtain the conditions required for optimal control. The analysis shows that four control strategies could effectively reduce the prevalence of TB, and simultaneously controlling $ u_{2}, u_{3}, u_{4} $ is the most cost-effective control strategy.

几千年来,结核病一直困扰着人类,直到今天,结核病在我国 29 种传染病中仍居第三位。然而,现有的数学模型大多考虑单一因素,不利于结核病传播动态的研究。因此,本研究考虑了疫苗接种、治疗和污染环境对结核病的综合影响,并根据中国结核病数据建立了$SVEITRW$七格的新模型。研究表明,当基本繁殖数 $ R_{0} $ 小于 1 时,疾病最终会消失,但当 $ R_{0} $ 大于 1 时,疾病可能会持续存在。在数值分析部分,我们采用马尔可夫链蒙特卡洛法求得模型的最优参数。通过下一代矩阵理论,我们计算出中国结核病的 $ R_{0} $ 值为 $2.1102$,也就是说,如果不加以控制,中国的结核病不会随着时间的推移而消失。同时,通过偏等级相关系数,我们找到了对基本繁殖数 $ R_{0} $ 最敏感的参数。在此基础上,我们结合中国结核病的实际流行情况,运用庞特里亚金最大原则,进行成本效益分析,得出最优控制所需的条件。分析表明,四种控制策略可以有效降低结核病的流行率,同时控制 $ u_{2}、u_{3}、u_{4}$ 是最具成本效益的控制策略。
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引用次数: 0
Deep CNNs for glioma grading on conventional MRIs: Performance analysis, challenges, and future directions. 用于传统磁共振成像胶质瘤分级的深度 CNN:性能分析、挑战和未来方向。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-03-06 DOI: 10.3934/mbe.2024232
Sonam Saluja, Munesh Chandra Trivedi, Ashim Saha

The increasing global incidence of glioma tumors has raised significant healthcare concerns due to their high mortality rates. Traditionally, tumor diagnosis relies on visual analysis of medical imaging and invasive biopsies for precise grading. As an alternative, computer-assisted methods, particularly deep convolutional neural networks (DCNNs), have gained traction. This research paper explores the recent advancements in DCNNs for glioma grading using brain magnetic resonance images (MRIs) from 2015 to 2023. The study evaluated various DCNN architectures and their performance, revealing remarkable results with models such as hybrid and ensemble based DCNNs achieving accuracy levels of up to 98.91%. However, challenges persisted in the form of limited datasets, lack of external validation, and variations in grading formulations across diverse literature sources. Addressing these challenges through expanding datasets, conducting external validation, and standardizing grading formulations can enhance the performance and reliability of DCNNs in glioma grading, thereby advancing brain tumor classification and extending its applications to other neurological disorders.

脑胶质瘤在全球的发病率不断上升,由于其死亡率高,引起了人们对医疗保健的极大关注。传统上,肿瘤诊断依赖于医学成像的视觉分析和侵入性活检来进行精确分级。作为一种替代方法,计算机辅助方法,尤其是深度卷积神经网络(DCNN),已获得广泛关注。本研究论文探讨了从2015年到2023年利用脑磁共振图像(MRI)进行胶质瘤分级的DCNNs的最新进展。研究评估了各种 DCNN 体系结构及其性能,结果显示,基于混合和集合的 DCNN 等模型的准确率高达 98.91%,成绩斐然。然而,由于数据集有限、缺乏外部验证以及不同文献来源的分级公式存在差异,挑战依然存在。通过扩大数据集、进行外部验证和标准化分级公式来应对这些挑战,可以提高 DCNN 在胶质瘤分级中的性能和可靠性,从而推进脑肿瘤分类并将其应用扩展到其他神经系统疾病。
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引用次数: 0
Study on synergistic effect of multiple physical fields on hot mix asphalt during compaction process. 压实过程中多种物理场对热拌沥青的协同效应研究
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-03-06 DOI: 10.3934/mbe.2024229
Huanan Yu, Yutang Gao, Guoping Qian, Chao Zhang, Changyun Shi, Jinguo Ge, Wan Dai

The multiple physical fields of hot mix asphalt (HMA) during the compaction process have a significant impact on the durability of asphalt pavement, and this research aimed to evaluate the synergistic effect of the HMA field compaction of multi-physical field evolution during the compaction process. First, the temperature field, structural layer thickness variation, and structural layer density variation were monitored during field compaction. Second, the evolution properties of compaction thickness were obtained under the synergistic influence of multi-physical fields by temperature field and compaction thickness. Finally, the evolution properties of compaction density were obtained under the synergistic influence of multi-physical fields based on the temperature field and structural layer density. The results showed that the field compaction process could be characterized by three stages under the synergistic impact of multi-physical fields. The cooling of the temperature field presents two-stage characteristics. There were cubic polynomial evolution properties for the temperature field versus time and the density versus temperature field. There was an exponential relationship between the thickness of the compacted layer and the number of mills. The aggregate particles showed different motion characteristics in the horizontal and vertical directions and vertical directions. The vertical displacement was larger than the horizontal displacement under the synergistic influence of multi-physical fields during the three stages of compaction. The migration and reorganization of aggregate particles affected the evolution of the multi-physics fields of the compaction process under the action of different compaction modes.

热拌沥青(HMA)在压实过程中的多物理场对沥青路面的耐久性有重要影响,本研究旨在评估 HMA 现场压实过程中多物理场演变的协同效应。首先,监测了现场压实过程中的温度场、结构层厚度变化和结构层密度变化。其次,在温度场和压实厚度的多物理场协同影响下,获得了压实厚度的演化特性。最后,根据温度场和结构层密度得出了压实密度在多物理场协同影响下的演变特性。结果表明,在多物理场的协同影响下,现场压实过程可分为三个阶段。温度场冷却呈现两阶段特征。温度场与时间和密度场与温度场之间存在三次多项式演化特性。压实层厚度与碾压次数呈指数关系。骨料颗粒在水平方向、垂直方向和竖直方向上表现出不同的运动特征。在压实的三个阶段中,在多物理场的协同影响下,垂直位移大于水平位移。在不同压实模式的作用下,骨料颗粒的迁移和重组影响了压实过程多物理场的演化。
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引用次数: 0
Analysis of a COVID-19 model with media coverage and limited resources. 在媒体报道和资源有限的情况下分析 COVID-19 模型。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-03-06 DOI: 10.3934/mbe.2024233
Tao Chen, Zhiming Li, Ge Zhang

The novel coronavirus disease (COVID-19) pandemic has profoundly impacted the global economy and human health. The paper mainly proposed an improved susceptible-exposed-infected-recovered (SEIR) epidemic model with media coverage and limited medical resources to investigate the spread of COVID-19. We proved the positivity and boundedness of the solution. The existence and local asymptotically stability of equilibria were studied and a sufficient criterion was established for backward bifurcation. Further, we applied the proposed model to study the trend of COVID-19 in Shanghai, China, from March to April 2022. The results showed sensitivity analysis, bifurcation, and the effects of critical parameters in the COVID-19 model.

新型冠状病毒病(COVID-19)大流行对全球经济和人类健康产生了深远影响。本文主要提出了一种改进的易感-暴露-感染-康复(SEIR)流行病模型,利用媒体报道和有限的医疗资源来研究 COVID-19 的传播。我们证明了解的实在性和有界性。我们研究了均衡点的存在性和局部渐近稳定性,并建立了反向分岔的充分标准。此外,我们应用所提出的模型研究了 2022 年 3 月至 4 月中国上海 COVID-19 的趋势。结果显示了 COVID-19 模型中的敏感性分析、分岔以及关键参数的影响。
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引用次数: 0
Modeling different infectious phases of hepatitis B with generalized saturated incidence: An analysis and control. 用广义饱和发病率模拟乙型肝炎的不同传染阶段:分析与控制。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-03-06 DOI: 10.3934/mbe.2024230
Tahir Khan, Fathalla A Rihan, Muhammad Ibrahim, Shuo Li, Atif M Alamri, Salman A AlQahtani

Hepatitis B is one of the global health issues caused by the hepatitis B virus (HBV), producing 1.1 million deaths yearly. The acute and chronic phases of HBV are significant because worldwide, approximately 250 million people are infected by chronic hepatitis B. The chronic stage is a long-term, persistent infection that can cause liver damage and increase the risk of liver cancer. In the case of multiple phases of infection, a generalized saturated incidence rate model is more reasonable than a simply saturated incidence because it captures the complex dynamics of the different infection phases. In contrast, a simple saturated incidence rate model assumes a fixed shape for the incidence rate curve, which may not accurately reflect the dynamics of multiple infection phases. Considering HBV and its various phases, we constructed a model to present the dynamics and control strategies using the generalized saturated incidence. First, we proved that the model is well-posed. We then found the reproduction quantity and model equilibria to discuss the time dynamics of the model and investigate the conditions for stabilities. We also examined a control mechanism by introducing various controls to the model with the aim to increase the population of those recovered and minimize the infected people. We performed numerical experiments to check the biological significance and control implementation.

乙型肝炎是由乙型肝炎病毒(HBV)引起的全球健康问题之一,每年造成 110 万人死亡。HBV 的急性期和慢性期意义重大,因为全球约有 2.5 亿人感染慢性乙型肝炎。在多阶段感染的情况下,广义饱和发病率模型比简单的饱和发病率更合理,因为它能捕捉到不同感染阶段的复杂动态。相比之下,简单的饱和发病率模型假定发病率曲线的形状是固定的,这可能无法准确反映多个感染阶段的动态变化。考虑到 HBV 及其不同阶段,我们构建了一个模型,用广义饱和发病率来呈现其动态和控制策略。首先,我们证明了该模型的良好假设。然后,我们找到了繁殖量和模型均衡点,讨论了模型的时间动态,并研究了稳定性条件。我们还研究了控制机制,在模型中引入了各种控制措施,目的是增加康复者的数量,尽量减少感染者的数量。我们进行了数值实验来检验生物学意义和控制的实施。
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引用次数: 0
Modelling mosquito population suppression based on competition system with strong and weak Allee effect. 基于强阿利效应和弱阿利效应竞争系统的蚊子种群抑制模型。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-03-06 DOI: 10.3934/mbe.2024231
Chen Liang, Hai-Feng Huo, Hong Xiang

Mosquito-borne diseases are threatening half of the world's population. To prevent the spread of malaria, dengue fever, or other mosquito-borne diseases, a new disease control strategy is to reduce or eradicate the wild mosquito population by releasing sterile mosquitoes. To study the effects of sterile insect technique on mosquito populations, we developed a mathematical model of constant release of sterile Aedes aegypti mosquitoes with strong and weak Allee effect and considered interspecific competition with Anopheles mosquitoes. We calculated multiple release thresholds and investigated the dynamical behavior of this model. In order to get closer to reality, an impulsive differential equation model was also introduced to study mosquito suppression dynamics under the strategy of releasing $ c $ sterile male mosquitoes at each interval time $ T $. Finally, the relationship between the releasing amount or the waiting period and the number of days required to suppress mosquitoes was illustrated by numerical simulations.

蚊子传播的疾病正威胁着全球一半的人口。为防止疟疾、登革热或其他蚊媒疾病的传播,一种新的疾病控制策略是通过释放不育蚊子来减少或消灭野生蚊子数量。为了研究昆虫不育技术对蚊子种群的影响,我们建立了一个具有强阿利效应和弱阿利效应的埃及伊蚊不育恒定释放数学模型,并考虑了与按蚊的种间竞争。我们计算了多个释放阈值,并研究了该模型的动态行为。为了更接近现实,我们还引入了一个脉冲微分方程模型,研究了在每个间隔时间 $ T $ 释放 $ c $ 不育雄蚊策略下的蚊子抑制动力学。最后,通过数值模拟说明了释放量或等待期与抑蚊所需天数之间的关系。
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引用次数: 0
The impact of MCCK1, an inhibitor of IKBKE kinase, on acute B lymphocyte leukemia cells. IKBKE 激酶抑制剂 MCCK1 对急性 B 淋巴细胞白血病细胞的影响。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-03-05 DOI: 10.3934/mbe.2024228
Shuangshuang Wen, Peng Zhao, Siyu Chen, Bo Deng, Qin Fang, Jishi Wang

B-cell acute lymphoblastic leukemia (B-ALL) is a malignant blood disorder, particularly detrimental to children and adolescents, with recurrent or unresponsive cases contributing significantly to cancer-associated fatalities. IKBKE, associated with innate immunity, tumor promotion, and drug resistance, remains poorly understood in the context of B-ALL. Thus, this research aimed to explore the impact of the IKBKE inhibitor MCCK1 on B-ALL cells. The study encompassed diverse experiments, including clinical samples, in vitro and in vivo investigations. Quantitative real-time fluorescence PCR and protein blotting revealed heightened IKBKE mRNA and protein expression in B-ALL patients. Subsequent in vitro experiments with B-ALL cell lines demonstrated that MCCK1 treatment resulted in reduced cell viability and survival rates, with flow cytometry indicating cell cycle arrest. In vivo experiments using B-ALL mouse tumor models substantiated MCCK1's efficacy in impeding tumor proliferation. These findings collectively suggest that IKBKE, found to be elevated in B-ALL patients, may serve as a promising drug target, with MCCK1 demonstrating potential for inducing apoptosis in B-ALL cells both in vitro and in vivo.

B 细胞急性淋巴细胞白血病(B-ALL)是一种恶性血液疾病,对儿童和青少年的危害尤为严重,复发或无反应的病例在癌症相关死亡病例中占很大比例。IKBKE与先天性免疫、肿瘤促进和耐药性有关,但人们对IKBKE在B-ALL中的作用仍然知之甚少。因此,本研究旨在探索 IKBKE 抑制剂 MCCK1 对 B-ALL 细胞的影响。研究涵盖了多种实验,包括临床样本、体外和体内调查。定量实时荧光 PCR 和蛋白质印迹检测显示,B-ALL 患者体内 IKBKE mRNA 和蛋白质表达量增加。随后用 B-ALL 细胞系进行的体外实验表明,MCCK1 处理会导致细胞活力和存活率降低,流式细胞仪显示细胞周期停滞。使用 B-ALL 小鼠肿瘤模型进行的体内实验证实了 MCCK1 在抑制肿瘤增殖方面的功效。这些发现共同表明,B-ALL 患者体内升高的 IKBKE 可能是一个很有前景的药物靶点,MCCK1 在体外和体内都显示出诱导 B-ALL 细胞凋亡的潜力。
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引用次数: 0
Numerical and graphical simulation of the non-linear fractional dynamical system of bone mineralization. 骨矿化非线性分数动力系统的数值和图形模拟。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-03-04 DOI: 10.3934/mbe.2024227
Ritu Agarwal, Pooja Airan, Mohammad Sajid

The objective of the present study was to improve our understanding of the complex biological process of bone mineralization by performing mathematical modeling with the Caputo-Fabrizio fractional operator. To obtain a better understanding of Komarova's bone mineralization process, we have thoroughly examined the boundedness, existence, and uniqueness of solutions and stability analysis within this framework. To determine how model parameters affect the behavior of the system, sensitivity analysis was carried out. Furthermore, the fractional Adams-Bashforth method has been used to carry out numerical and graphical simulations. Our work is significant owing to its comparison of fractional- and integer-order models, which provides novel insight into the effectiveness of fractional operators in representing the complex dynamics of bone mineralization.

本研究的目的是通过使用卡普托-法布里齐奥分数算子进行数学建模,加深我们对骨矿化这一复杂生物过程的理解。为了更好地理解科玛洛娃的骨矿化过程,我们在此框架内深入研究了解的有界性、存在性和唯一性以及稳定性分析。为了确定模型参数对系统行为的影响,我们进行了敏感性分析。此外,我们还使用分数亚当斯-巴什福斯方法进行了数值和图形模拟。我们的工作意义重大,因为它对分数阶模型和整数阶模型进行了比较,对分数算子在表示骨矿化复杂动态方面的有效性提供了新的见解。
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引用次数: 0
A dual-brain therapeutic approach using noninvasive brain stimulation based on two-person neuroscience: A perspective review. 基于双人神经科学的无创脑刺激双脑治疗方法:观点综述。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-03-04 DOI: 10.3934/mbe.2024226
Naoyuki Takeuchi

Our actions and decisions in everyday life are heavily influenced by social interactions, which are dynamic feedback loops involving actions, reactions, and internal cognitive processes between individual agents. Social interactions induce interpersonal synchrony, which occurs at different biobehavioral levels and comprises behavioral, physiological, and neurological activities. Hyperscanning-a neuroimaging technique that simultaneously measures the activity of multiple brain regions-has provided a powerful second-person neuroscience tool for investigating the phase alignment of neural processes during interactive social behavior. Neural synchronization, revealed by hyperscanning, is a phenomenon called inter-brain synchrony- a process that purportedly facilitates social interactions by prompting appropriate anticipation of and responses to each other's social behaviors during ongoing shared interactions. In this review, I explored the therapeutic dual-brain approach using noninvasive brain stimulation to target inter-brain synchrony based on second-person neuroscience to modulate social interaction. Artificially inducing synchrony between the brains is a potential adjunct technique to physiotherapy, psychotherapy, and pain treatment- which are strongly influenced by the social interaction between the therapist and patient. Dual-brain approaches to personalize stimulation parameters must consider temporal, spatial, and oscillatory factors. Multiple data fusion analysis, the assessment of inter-brain plasticity, a closed-loop system, and a brain-to-brain interface can support personalized stimulation.

我们在日常生活中的行动和决策在很大程度上受到社会互动的影响,社会互动是一种动态反馈回路,涉及个体之间的行动、反应和内部认知过程。社会互动会引起人际同步,这种同步发生在不同的生物行为层面,包括行为、生理和神经活动。超扫描--一种同时测量多个脑区活动的神经成像技术--为研究互动社交行为中神经过程的相位一致性提供了一种强大的第二人称神经科学工具。超扫描所揭示的神经同步是一种被称为脑间同步的现象--这一过程据称能在持续的共同互动中促使人们对彼此的社交行为做出适当的预期和反应,从而促进社交互动。在这篇综述中,我探讨了基于第二人称神经科学的治疗性双脑疗法,该疗法利用非侵入性脑刺激针对脑间同步来调节社交互动。人工诱导脑间同步是物理治疗、心理治疗和疼痛治疗的一种潜在辅助技术--这些疗法深受治疗师和患者之间社交互动的影响。个性化刺激参数的双脑方法必须考虑时间、空间和振荡因素。多重数据融合分析、脑间可塑性评估、闭环系统和脑对脑接口可为个性化刺激提供支持。
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引用次数: 0
The dynamics and control of a multi-lingual rumor propagation model with non-smooth inhibition mechanism. 具有非平滑抑制机制的多语言谣言传播模型的动态和控制。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2024-03-04 DOI: 10.3934/mbe.2024224
Jing Liao, Jinling Wang, Jiarong Li, Xin Jiang

In this paper, the dynamic behaviors and control strategies of a rumor propagation model are studied in multi-lingual environment. First, an S2E2I2R rumor propagation model is proposed, which incorporates a non-smooth inhibition mechanism. Meanwhile, the existence and stability of the equilibrium are analyzed, grounded in the spreader threshold of the government intervention. Finally, the optimal control and the event-triggered impulsive control strategies are proposed to mitigate the spread of rumors, and the comparison of their effectiveness is further presented by the numerical simulation and a practical case.

本文研究了多语言环境下谣言传播模型的动态行为和控制策略。首先,提出了一个 S2E2I2R 谣言传播模型,其中包含了一个非平稳抑制机制。同时,以政府干预的传播阈值为基础,分析了均衡的存在性和稳定性。最后,提出了减缓谣言传播的最优控制策略和事件触发的脉冲控制策略,并通过数值模拟和实际案例进一步比较了这两种策略的有效性。
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引用次数: 0
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Mathematical Biosciences and Engineering
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