首页 > 最新文献

Mathematical Biosciences and Engineering最新文献

英文 中文
Mathematical modeling of the 2023 dengue outbreak in the Centre Region of Burkina Faso: Parameter estimation and assessment of control strategies. 布基纳法索中部地区2023年登革热暴发的数学建模:控制策略的参数估计和评估。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2026-01-01 Epub Date: 2025-11-28 DOI: 10.3934/mbe.2026003
Haoua Tinde, Wenddabo Olivier Sawadogo, Pegdwindé Ousséni Fabrice Ouedraogo, Adama Kiemtore

Mathematical models are valuable tools in the fight against infectious diseases such as dengue. However, their use to guide public health strategies in sub-Saharan Africa, particularly in Burkina Faso, remains limited due to the scarcity of locally calibrated models. Moreover, no study has yet applied the African vulture optimization algorithm (AVOA) for dengue parameters in this context. In this study, we develop a compartmental model to evaluate the impact of control strategies on the 2023 dengue epidemic in the Centre Region of Burkina Faso. The model combines a susceptible-infected (SI) structure for the mosquitoes aquatic phase, a susceptible-exposed-infected (SEI) structure for adult mosquitoes, and a susceptible-exposed-infected-recovered (SEIR) framework for the human population. It incorporates key features, including vertical transmission in mosquitoes and a distinction between clinically detected and undetected human cases. After mathematical analysis, key epidemiological parameters were estimated by calibrating the model against weekly reported case data from June to December 2023 using AVOA. The basic reproduction number ($ mathcal{R}_0 $) was estimated at 2.30, confirming the potential for sustained transmission. Sensitivity analysis identified the mosquito biting rate ($ b $), larval carrying capacity ($ k_A $), mosquito mortality ($ mu_V $), and the recovery rate of undetected cases as the most influential parameters. Finally, numerical simulations assessed the impact of control measures recommended by the Ministry of Health of Burkina Faso. The results show that the effectiveness of dengue control strategies depends critically on their intensity and, most importantly, their duration, highlighting the need for integrated, intensive, and sustained vector control measures combined with individual protective actions for effective and long-term management of dengue transmission.

数学模型是防治登革热等传染病的宝贵工具。然而,由于缺乏当地校准的模型,它们用于指导撒哈拉以南非洲,特别是布基纳法索的公共卫生战略的用途仍然有限。此外,目前还没有研究将非洲秃鹫优化算法(AVOA)应用于登革热参数。在本研究中,我们开发了一个隔间模型来评估控制策略对布基纳法索中部地区2023年登革热流行的影响。该模型结合了蚊子水生阶段的易感-感染(SI)结构,成年蚊子的易感-暴露-感染(SEI)结构和人群的易感-暴露-感染-恢复(SEIR)框架。它包含了一些关键特征,包括在蚊子中垂直传播,以及区分临床发现的和未发现的人间病例。经数学分析后,利用AVOA根据2023年6月至12月每周报告的病例数据校准模型,估计关键流行病学参数。基本繁殖数($ mathcal{R}_0 $)估计为2.30,确认了持续传播的可能性。敏感性分析发现蚊虫叮咬率($ b $)、幼虫携带量($ k_A $)、蚊虫死亡率($ mu_V $)和未检出病例的回收率是影响最大的参数。最后,数值模拟评估了布基纳法索卫生部建议的控制措施的影响。结果表明,登革热控制战略的有效性在很大程度上取决于其强度,最重要的是取决于其持续时间,这突出表明需要采取综合、密集和持续的病媒控制措施,并结合个人保护行动,以有效和长期管理登革热传播。
{"title":"Mathematical modeling of the 2023 dengue outbreak in the Centre Region of Burkina Faso: Parameter estimation and assessment of control strategies.","authors":"Haoua Tinde, Wenddabo Olivier Sawadogo, Pegdwindé Ousséni Fabrice Ouedraogo, Adama Kiemtore","doi":"10.3934/mbe.2026003","DOIUrl":"https://doi.org/10.3934/mbe.2026003","url":null,"abstract":"<p><p>Mathematical models are valuable tools in the fight against infectious diseases such as dengue. However, their use to guide public health strategies in sub-Saharan Africa, particularly in Burkina Faso, remains limited due to the scarcity of locally calibrated models. Moreover, no study has yet applied the African vulture optimization algorithm (AVOA) for dengue parameters in this context. In this study, we develop a compartmental model to evaluate the impact of control strategies on the 2023 dengue epidemic in the Centre Region of Burkina Faso. The model combines a susceptible-infected (SI) structure for the mosquitoes aquatic phase, a susceptible-exposed-infected (SEI) structure for adult mosquitoes, and a susceptible-exposed-infected-recovered (SEIR) framework for the human population. It incorporates key features, including vertical transmission in mosquitoes and a distinction between clinically detected and undetected human cases. After mathematical analysis, key epidemiological parameters were estimated by calibrating the model against weekly reported case data from June to December 2023 using AVOA. The basic reproduction number ($ mathcal{R}_0 $) was estimated at 2.30, confirming the potential for sustained transmission. Sensitivity analysis identified the mosquito biting rate ($ b $), larval carrying capacity ($ k_A $), mosquito mortality ($ mu_V $), and the recovery rate of undetected cases as the most influential parameters. Finally, numerical simulations assessed the impact of control measures recommended by the Ministry of Health of Burkina Faso. The results show that the effectiveness of dengue control strategies depends critically on their intensity and, most importantly, their duration, highlighting the need for integrated, intensive, and sustained vector control measures combined with individual protective actions for effective and long-term management of dengue transmission.</p>","PeriodicalId":49870,"journal":{"name":"Mathematical Biosciences and Engineering","volume":"23 1","pages":"40-75"},"PeriodicalIF":2.6,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145913787","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cost-performance trade-off analysis of physicochemical phosphorus removal systems for wastewater treatment: A bi-objective optimization approach. 废水处理的物理化学除磷系统的成本-性能权衡分析:双目标优化方法。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2026-01-01 Epub Date: 2025-12-02 DOI: 10.3934/mbe.2026006
Florencia Caro, Diego Rossit, Claudia Santiviago, Jimena Ferreira, Sergio Nesmachnow

In an increasingly competitive world, industries face growing pressure to improve efficiency while meeting strict environmental and social standards. Wastewater treatment plants (WWTPs) play a key role in reducing the environmental impact of water use across industrial, agricultural, and domestic activities. This study presents a bi-objective optimization framework to support chemical dosing decisions in physicochemical phosphorus removal (PPR) systems. Using an edible-oil WWTP as a case study, two common metal salts (aluminum sulfate and ferric chloride) are compared, considering operational cost and phosphorus removal efficiency as conflicting objectives. Polynomial surrogate models enabled the integration of BioWin PPR models into the optimization problem, and the weighted sum and $ varepsilon $-constraint methods were used to estimate the Pareto fronts, yielding complementary solutions. The proposed framework provides a practical decision-support tool for WWTPs by revealing cost-performance trade-offs. Results show that costs escalate disproportionately: reducing effluent P from 3.0 to 1.0 mg-P/L increased costs by 114% with aluminum sulfate and 355% with ferric chloride. The framework is adaptable to different PPR systems and influent conditions.

在竞争日益激烈的世界中,工业面临着越来越大的压力,在满足严格的环境和社会标准的同时提高效率。废水处理厂(WWTPs)在减少工业、农业和家庭活动用水对环境的影响方面发挥着关键作用。本研究提出了一个双目标优化框架,以支持物理化学除磷(PPR)系统的化学投加决策。以一个食用油污水处理厂为例,比较了两种常见的金属盐(硫酸铝和氯化铁),考虑到运行成本和除磷效率是相互冲突的目标。采用多项式替代模型将BioWin PPR模型整合到优化问题中,并采用加权和和$ varepsilon $约束方法对Pareto前沿进行估计,得到互补解。提出的框架通过揭示成本-性能权衡,为污水处理厂提供了一个实用的决策支持工具。结果表明,成本不成比例地上升:将出水P从3.0 mg-P/L降低到1.0 mg-P/L,硫酸铝的成本增加了114%,氯化铁的成本增加了355%。该框架适用于不同的PPR系统和进水条件。
{"title":"Cost-performance trade-off analysis of physicochemical phosphorus removal systems for wastewater treatment: A bi-objective optimization approach.","authors":"Florencia Caro, Diego Rossit, Claudia Santiviago, Jimena Ferreira, Sergio Nesmachnow","doi":"10.3934/mbe.2026006","DOIUrl":"https://doi.org/10.3934/mbe.2026006","url":null,"abstract":"<p><p>In an increasingly competitive world, industries face growing pressure to improve efficiency while meeting strict environmental and social standards. Wastewater treatment plants (WWTPs) play a key role in reducing the environmental impact of water use across industrial, agricultural, and domestic activities. This study presents a bi-objective optimization framework to support chemical dosing decisions in physicochemical phosphorus removal (PPR) systems. Using an edible-oil WWTP as a case study, two common metal salts (aluminum sulfate and ferric chloride) are compared, considering operational cost and phosphorus removal efficiency as conflicting objectives. Polynomial surrogate models enabled the integration of BioWin PPR models into the optimization problem, and the weighted sum and $ varepsilon $-constraint methods were used to estimate the Pareto fronts, yielding complementary solutions. The proposed framework provides a practical decision-support tool for WWTPs by revealing cost-performance trade-offs. Results show that costs escalate disproportionately: reducing effluent P from 3.0 to 1.0 mg-P/L increased costs by 114% with aluminum sulfate and 355% with ferric chloride. The framework is adaptable to different PPR systems and influent conditions.</p>","PeriodicalId":49870,"journal":{"name":"Mathematical Biosciences and Engineering","volume":"23 1","pages":"124-147"},"PeriodicalIF":2.6,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145913875","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
On models of shared resource competition, coexistence and traveling waves. 论共享资源竞争模式、共存模式和行波模式。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2026-01-01 Epub Date: 2025-11-24 DOI: 10.3934/mbe.2026002
Wei Feng, Xin Lu, Karen Ward

We investigate a two-species competition model in which both populations exploit a common standing resource. The dynamics are governed by a system of nonlinear differential equations admitting three equilibrium classes: extinction, competitive exclusion, and coexistence. Analytical conditions on the biological parameters ensuring the existence and asymptotic stability of these equilibria are derived, with particular emphasis on the coexistence equilibrium, representing the stable persistence of both species under shared-resource competition. In the corresponding reaction-diffusion model posed on an unbounded spatial domain, we further examine the stability of the coexistence equilibrium via traveling wavefronts. Using the upper-lower solution method, we establish the existence of traveling wave solutions connecting the extinction or single-dominance states to the coexistence state for a continuum of wave speeds exceeding a biologically determined minimal value, which depends explicitly on equilibrium magnitudes and other key parameters. Numerical simulations are provided to corroborate the theoretical results and to illustrate dynamic transitions from dominance to stable coexistence.

我们研究了一个两物种竞争模型,其中两个种群都利用一个共同的常绿资源。动力学是由一个非线性微分方程系统控制的,它承认三种平衡类型:灭绝、竞争排斥和共存。推导了保证这些平衡存在和渐近稳定的生物学参数的解析条件,特别强调了共存平衡,代表了两个物种在共享资源竞争下的稳定持久性。在相应的无界空间反应扩散模型中,我们进一步通过行波前检验了共存平衡的稳定性。使用上下解方法,我们建立了连接消光或单优势状态到共存状态的行波解的存在性,波速连续体超过生物决定的最小值,这明确取决于平衡幅度和其他关键参数。数值模拟证实了理论结果,并说明了从优势到稳定共存的动态转变。
{"title":"On models of shared resource competition, coexistence and traveling waves.","authors":"Wei Feng, Xin Lu, Karen Ward","doi":"10.3934/mbe.2026002","DOIUrl":"https://doi.org/10.3934/mbe.2026002","url":null,"abstract":"<p><p>We investigate a two-species competition model in which both populations exploit a common standing resource. The dynamics are governed by a system of nonlinear differential equations admitting three equilibrium classes: extinction, competitive exclusion, and coexistence. Analytical conditions on the biological parameters ensuring the existence and asymptotic stability of these equilibria are derived, with particular emphasis on the coexistence equilibrium, representing the stable persistence of both species under shared-resource competition. In the corresponding reaction-diffusion model posed on an unbounded spatial domain, we further examine the stability of the coexistence equilibrium via traveling wavefronts. Using the upper-lower solution method, we establish the existence of traveling wave solutions connecting the extinction or single-dominance states to the coexistence state for a continuum of wave speeds exceeding a biologically determined minimal value, which depends explicitly on equilibrium magnitudes and other key parameters. Numerical simulations are provided to corroborate the theoretical results and to illustrate dynamic transitions from dominance to stable coexistence.</p>","PeriodicalId":49870,"journal":{"name":"Mathematical Biosciences and Engineering","volume":"23 1","pages":"22-39"},"PeriodicalIF":2.6,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145913799","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A general multi-stratum model for a nanofunctionalized releasing capsule: An experiment-driven computational study. 纳米功能化释放胶囊的一般多层模型:实验驱动的计算研究。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2026-01-01 Epub Date: 2025-11-20 DOI: 10.3934/mbe.2026001
Elia Onofri, Emiliano Cristiani, Andrea Martelli, Piergiorgio Gentile, Joel Girón Hernández, Giuseppe Pontrelli

Releasing capsules are widely employed in biomedical applications as smart carriers of therapeutic agents, including drugs and bioactive compounds. Such delivery vehicles typically consist of a loaded core, enclosed by one or multiple concentric coating strata. In this work, we extended existing mechanistic models to account for such multi-strata structures, including possible concurrent erosion of the capsule itself, and we characterized the release kinetics of the active substance into the surrounding medium. We presented a computational study of drug release from a spherical microcapsule, modeled through a non-linear diffusion equation incorporating radial asymmetric diffusion and space- and time-discontinuous coefficients, as suggested by the experimental data specifically collected for this study. The problem was solved numerically using a finite volume scheme on a grid with adaptive spatial and temporal resolution. Analytical expressions for concentration and cumulative release were derived for all strata, enabling the exploration of parameter sensitivity-such as coating permeability and internal diffusivity-on the overall release profile. The resulting release curves provide mechanistic insight into the transport processes and offer design criteria for achieving controlled release. Model predictions were benchmarked against in vitro experimental data obtained under physiologically relevant conditions, showing good agreement and validating the key features of the model. The proposed model thus serves as a practical tool for predicting the behavior of composite coated particles, supporting performance evaluation and the rational design of next-generation drug delivery systems with reduced experimental effort.

释放胶囊作为药物和生物活性化合物等治疗剂的智能载体广泛应用于生物医学领域。这种运载工具通常由一个装载岩心组成,由一个或多个同心涂层层包围。在这项工作中,我们扩展了现有的机制模型,以解释这种多层结构,包括胶囊本身可能同时发生的侵蚀,我们表征了活性物质向周围介质释放的动力学。根据本研究收集的实验数据,我们通过包含径向不对称扩散和时空不连续系数的非线性扩散方程对球形微胶囊的药物释放进行了计算研究。采用具有自适应时空分辨率的网格有限体积格式对问题进行了数值求解。导出了所有地层的浓度和累积释放量的解析表达式,从而可以探索整体释放剖面上的参数敏感性,如涂层渗透率和内部扩散率。由此产生的释放曲线提供了对运输过程的机械洞察,并提供了实现受控释放的设计标准。模型预测与在生理相关条件下获得的体外实验数据进行了基准测试,显示出良好的一致性并验证了模型的关键特征。因此,所提出的模型可作为预测复合包覆颗粒行为的实用工具,支持性能评估和合理设计下一代药物输送系统,减少实验工作量。
{"title":"A general multi-stratum model for a nanofunctionalized releasing capsule: An experiment-driven computational study.","authors":"Elia Onofri, Emiliano Cristiani, Andrea Martelli, Piergiorgio Gentile, Joel Girón Hernández, Giuseppe Pontrelli","doi":"10.3934/mbe.2026001","DOIUrl":"https://doi.org/10.3934/mbe.2026001","url":null,"abstract":"<p><p>Releasing capsules are widely employed in biomedical applications as smart carriers of therapeutic agents, including drugs and bioactive compounds. Such delivery vehicles typically consist of a loaded core, enclosed by one or multiple concentric coating strata. In this work, we extended existing mechanistic models to account for such multi-strata structures, including possible concurrent erosion of the capsule itself, and we characterized the release kinetics of the active substance into the surrounding medium. We presented a computational study of drug release from a spherical microcapsule, modeled through a non-linear diffusion equation incorporating radial asymmetric diffusion and space- and time-discontinuous coefficients, as suggested by the experimental data specifically collected for this study. The problem was solved numerically using a finite volume scheme on a grid with adaptive spatial and temporal resolution. Analytical expressions for concentration and cumulative release were derived for all strata, enabling the exploration of parameter sensitivity-such as coating permeability and internal diffusivity-on the overall release profile. The resulting release curves provide mechanistic insight into the transport processes and offer design criteria for achieving controlled release. Model predictions were benchmarked against in vitro experimental data obtained under physiologically relevant conditions, showing good agreement and validating the key features of the model. The proposed model thus serves as a practical tool for predicting the behavior of composite coated particles, supporting performance evaluation and the rational design of next-generation drug delivery systems with reduced experimental effort.</p>","PeriodicalId":49870,"journal":{"name":"Mathematical Biosciences and Engineering","volume":"23 1","pages":"1-21"},"PeriodicalIF":2.6,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145913721","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Behavior-induced oscillations in epidemic outbreaks with distributed memory: Beyond the linear chain trick using numerical methods. 具有分布式记忆的流行病爆发中的行为诱发振荡:用数值方法超越线性链技巧。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2026-01-01 Epub Date: 2025-11-28 DOI: 10.3934/mbe.2026004
Alessia Andò, Simone De Reggi, Francesca Scarabel, Rossana Vermiglio, Jianhong Wu

We considered a model for an infectious disease outbreak, when the depletion of susceptible individuals is negligible, and assumed that individuals adapt their behavior according to the information they receive about new cases. In line with the information index approach, we supposed that individuals react to past information according to a memory kernel that is continuously distributed in the past. We analyzed equilibria and their stability, with analytical results for selected cases. Thanks to the recently developed pseudospectral approximation of delay equations, we studied numerically the long-term dynamics of the model for memory kernels defined by gamma distributions with a general non-integer shape parameter, extending the analysis beyond what is allowed by the linear chain trick. In agreement with previous studies, we showed that behavior adaptation alone can cause sustained waves of infections even in an outbreak scenario, and notably in the absence of other processes like demographic turnover, seasonality, or waning immunity. Our analysis gives a more general insight into how the period and peak of epidemic waves depend on the shape of the memory kernel and how the level of minimal contact impacts the stability of the behavior-induced positive equilibrium.

我们考虑了一个传染病爆发的模型,当易感个体的消耗可以忽略不计时,并假设个体根据他们收到的关于新病例的信息调整他们的行为。根据信息索引方法,我们假设个体根据过去连续分布的记忆核对过去的信息作出反应。我们分析了均衡及其稳定性,并给出了选定情况下的分析结果。由于最近发展的延迟方程的伪谱近似,我们在数值上研究了由具有一般非整数形状参数的伽玛分布定义的内存核模型的长期动力学,将分析扩展到线性链技巧所允许的范围之外。与之前的研究一致,我们表明,即使在疫情暴发的情况下,单独的行为适应也会导致持续的感染浪潮,特别是在没有人口更替、季节性或免疫力下降等其他过程的情况下。我们的分析对流行病波的周期和峰值如何取决于记忆核的形状以及最小接触水平如何影响行为诱导的正平衡的稳定性提供了更一般的见解。
{"title":"Behavior-induced oscillations in epidemic outbreaks with distributed memory: Beyond the linear chain trick using numerical methods.","authors":"Alessia Andò, Simone De Reggi, Francesca Scarabel, Rossana Vermiglio, Jianhong Wu","doi":"10.3934/mbe.2026004","DOIUrl":"https://doi.org/10.3934/mbe.2026004","url":null,"abstract":"<p><p>We considered a model for an infectious disease outbreak, when the depletion of susceptible individuals is negligible, and assumed that individuals adapt their behavior according to the information they receive about new cases. In line with the information index approach, we supposed that individuals react to past information according to a memory kernel that is continuously distributed in the past. We analyzed equilibria and their stability, with analytical results for selected cases. Thanks to the recently developed pseudospectral approximation of delay equations, we studied numerically the long-term dynamics of the model for memory kernels defined by gamma distributions with a general non-integer shape parameter, extending the analysis beyond what is allowed by the linear chain trick. In agreement with previous studies, we showed that behavior adaptation alone can cause sustained waves of infections even in an outbreak scenario, and notably in the absence of other processes like demographic turnover, seasonality, or waning immunity. Our analysis gives a more general insight into how the period and peak of epidemic waves depend on the shape of the memory kernel and how the level of minimal contact impacts the stability of the behavior-induced positive equilibrium.</p>","PeriodicalId":49870,"journal":{"name":"Mathematical Biosciences and Engineering","volume":"23 1","pages":"76-96"},"PeriodicalIF":2.6,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145913866","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An IoT-driven predictive analytics framework for dynamic irrigation optimization in tomato cultivation. 物联网驱动的番茄灌溉动态优化预测分析框架。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2026-01-01 Epub Date: 2025-12-04 DOI: 10.3934/mbe.2026010
Maung Maung Htwe, Lachezar Filchev, Ekaterina Batchvarova, Sandra Jardim

Addressing the critical challenges of global food security and water scarcity, we introduced an Internet of Things (IoT)-driven predictive analytics framework for dynamic irrigation optimization in tomato cultivation. Our primary objective was to develop a robust model that accurately estimates daily water requirements, with the aim of minimizing water consumption while concurrently maintaining optimal soil health. This framework leverages a uniquely comprehensive, experimentally controlled dataset from multi-sensor IoT deployments, covering environmental conditions (air temperature, humidity, CO2, pressure) and key soil parameters (humidity, temperature, electrical conductivity). Through a rigorous data preprocessing pipeline and a tailored feature engineering approach, critical temporal patterns, inter-variable relationships, and insights from agronomic indicators like Growing Degree Days (GDD), alongside other dynamically derived features, were extracted. A two-part eXtreme Gradient Boosting (XGBoost) regression model, combining classification and regression, was developed and validated to precisely predict the daily water volume needed per hectare. The innovation of this work lies in its ability to harness complex historical IoT data to build a sophisticated intelligence layer for irrigation scheduling. By demonstrating the model's accuracy in identifying optimal water levels under varying conditions and achieving significant water savings in a simulated dynamic optimization, this research provides foundational data-driven insights that can inform highly effective precision irrigation strategies. The model achieved a high R2 of 0.9476 and yielded a potential water saving of 50.84% in a simulated dynamic optimization compared to the model's raw prediction. Such intelligence empowers farmers to significantly reduce water waste and prevent harmful over-irrigation, leading to more sustainable and efficient smart agriculture, which is critical for enhancing crop resilience and resource efficiency in a changing climate.

为了解决全球粮食安全和水资源短缺的关键挑战,我们引入了一个物联网(IoT)驱动的预测分析框架,用于番茄种植的动态灌溉优化。我们的主要目标是开发一个强大的模型,准确估计每天的需水量,目的是尽量减少水的消耗,同时保持最佳的土壤健康。该框架利用来自多传感器物联网部署的独特全面的实验控制数据集,涵盖环境条件(空气温度、湿度、二氧化碳、压力)和关键土壤参数(湿度、温度、电导率)。通过严格的数据预处理管道和定制的特征工程方法,提取了关键的时间模式,变量间关系,以及从生长度天数(GDD)等农艺指标以及其他动态衍生特征中获得的见解。结合分类和回归,开发并验证了两部分极端梯度增强(XGBoost)回归模型,以精确预测每公顷的日需水量。这项工作的创新之处在于,它能够利用复杂的历史物联网数据,为灌溉调度构建一个复杂的智能层。通过展示模型在不同条件下识别最佳水位的准确性,并在模拟动态优化中实现显著的节水,本研究提供了基础数据驱动的见解,可以为高效的精确灌溉策略提供信息。与模型原始预测相比,该模型在模拟动态优化中获得了较高的R2为0.9476,节水潜力为50.84%。这种智能使农民能够大幅减少水资源浪费,防止有害的过度灌溉,从而实现更可持续、更高效的智能农业,这对于提高作物在气候变化中的抗灾能力和资源效率至关重要。
{"title":"An IoT-driven predictive analytics framework for dynamic irrigation optimization in tomato cultivation.","authors":"Maung Maung Htwe, Lachezar Filchev, Ekaterina Batchvarova, Sandra Jardim","doi":"10.3934/mbe.2026010","DOIUrl":"https://doi.org/10.3934/mbe.2026010","url":null,"abstract":"<p><p>Addressing the critical challenges of global food security and water scarcity, we introduced an Internet of Things (IoT)-driven predictive analytics framework for dynamic irrigation optimization in tomato cultivation. Our primary objective was to develop a robust model that accurately estimates daily water requirements, with the aim of minimizing water consumption while concurrently maintaining optimal soil health. This framework leverages a uniquely comprehensive, experimentally controlled dataset from multi-sensor IoT deployments, covering environmental conditions (air temperature, humidity, CO<sub>2</sub>, pressure) and key soil parameters (humidity, temperature, electrical conductivity). Through a rigorous data preprocessing pipeline and a tailored feature engineering approach, critical temporal patterns, inter-variable relationships, and insights from agronomic indicators like Growing Degree Days (GDD), alongside other dynamically derived features, were extracted. A two-part eXtreme Gradient Boosting (XGBoost) regression model, combining classification and regression, was developed and validated to precisely predict the daily water volume needed per hectare. The innovation of this work lies in its ability to harness complex historical IoT data to build a sophisticated intelligence layer for irrigation scheduling. By demonstrating the model's accuracy in identifying optimal water levels under varying conditions and achieving significant water savings in a simulated dynamic optimization, this research provides foundational data-driven insights that can inform highly effective precision irrigation strategies. The model achieved a high R<sup>2</sup> of 0.9476 and yielded a potential water saving of 50.84% in a simulated dynamic optimization compared to the model's raw prediction. Such intelligence empowers farmers to significantly reduce water waste and prevent harmful over-irrigation, leading to more sustainable and efficient smart agriculture, which is critical for enhancing crop resilience and resource efficiency in a changing climate.</p>","PeriodicalId":49870,"journal":{"name":"Mathematical Biosciences and Engineering","volume":"23 1","pages":"242-265"},"PeriodicalIF":2.6,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145913791","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nonlinear bioheat model for dynamics of hypothermia and frostbite. Ⅰ. Modeling aspects. 低温和冻伤动力学的非线性生物热模型。Ⅰ。建模方面。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2026-01-01 Epub Date: 2025-12-04 DOI: 10.3934/mbe.2026009
Tyler Fara, Malgorzata Peszynska

We propose a new bioheat model for thermoregulation in the human body in response to cold environments, with emphasis on hypothermia and frostbite in exposed extremities. The model couples the bioheat transfer equation in the extremity with a differential equation that describes the core temperature. We used simulations to illustrate the connection between microscale vascular exchange and the effective perfusion term in the bioheat transfer equation. The nonlinear coupling proposed here incorporates physiologically motivated feedback laws for local and reflex vasoconstriction, as well as heat exchange with the environment. We illustrated the model numerically with realistic scenarios of thermoregulation regarding the thermal response of the body, which involves preservation of core temperature despite an increased frostbite risk. The model provides a robust framework for predictive studies of cold-induced injuries.

我们提出了一种新的生物热模型,用于人体对寒冷环境的体温调节,重点是暴露的四肢的低温和冻伤。该模型将末端的生物传热方程与描述核心温度的微分方程耦合在一起。我们用模拟来说明微尺度血管交换与生物传热方程中有效灌注项之间的联系。这里提出的非线性耦合结合了局部和反射性血管收缩的生理动机反馈规律,以及与环境的热交换。我们用关于身体热反应的温度调节的现实情景数值说明了该模型,其中包括在冻伤风险增加的情况下保持核心温度。该模型为冷致损伤的预测研究提供了一个强有力的框架。
{"title":"Nonlinear bioheat model for dynamics of hypothermia and frostbite. Ⅰ. Modeling aspects.","authors":"Tyler Fara, Malgorzata Peszynska","doi":"10.3934/mbe.2026009","DOIUrl":"https://doi.org/10.3934/mbe.2026009","url":null,"abstract":"<p><p>We propose a new bioheat model for thermoregulation in the human body in response to cold environments, with emphasis on hypothermia and frostbite in exposed extremities. The model couples the bioheat transfer equation in the extremity with a differential equation that describes the core temperature. We used simulations to illustrate the connection between microscale vascular exchange and the effective perfusion term in the bioheat transfer equation. The nonlinear coupling proposed here incorporates physiologically motivated feedback laws for local and reflex vasoconstriction, as well as heat exchange with the environment. We illustrated the model numerically with realistic scenarios of thermoregulation regarding the thermal response of the body, which involves preservation of core temperature despite an increased frostbite risk. The model provides a robust framework for predictive studies of cold-induced injuries.</p>","PeriodicalId":49870,"journal":{"name":"Mathematical Biosciences and Engineering","volume":"23 1","pages":"210-241"},"PeriodicalIF":2.6,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145913831","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Base state of growing reaction-dilution systems exhibiting Turing patterns. 生长反应稀释体系的基本状态,呈现图灵模式。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2026-01-01 Epub Date: 2025-11-28 DOI: 10.3934/mbe.2026005
Aldo Ledesma-Durán, Consuelo García-Alcántara, Iván Santamaría-Holek

Turing pattern formation in growing domains depends on a steady state that balances reaction rates and local volume changes, leading to more complex patterning conditions than in fixed domains. We analyzed the effects of domain growth and shrinkage on spatially homogeneous concentrations and their stability, demonstrating that long-term behavior depends on the growth type: exponential growth causes asymptotic deviations, linear and quadratic growth enable gradual recovery of the fixed-domain state, and oscillatory growth induces concentration oscillations. Using a linear approximation for the base state, we derived an analytic expression that accurately predicts these effects for slow domain variations. Our theoretical model shows that dilution-induced steady states evolve proportionally to the chemical fixed-point concentration, a result validated through extensive numerical simulations of the Brusselator and BVAM reactions. Additionally, we proposed an approximate framework for evaluating the stability of spatially homogeneous perturbations, interpreting it as a balance between reaction rates and dilution. This yielded an analytical criterion for determining stability in the absence of diffusion, offering an alternative to previously exclusive numerical approaches for identifying the first Turing condition for pattern formation.

图灵模式在生长区域的形成依赖于平衡反应速率和局部体积变化的稳定状态,导致比固定区域更复杂的模式条件。我们分析了区域增长和收缩对空间均匀浓度及其稳定性的影响,表明长期行为取决于增长类型:指数增长导致渐近偏差,线性和二次增长使固定域状态逐渐恢复,振荡增长引起浓度振荡。使用基态的线性近似,我们得到了一个解析表达式,可以准确地预测这些对慢域变化的影响。我们的理论模型表明,稀释诱导的稳态与化学定点浓度成正比,这一结果通过对Brusselator和BVAM反应的大量数值模拟得到了验证。此外,我们提出了一个近似框架来评估空间均匀扰动的稳定性,将其解释为反应速率和稀释之间的平衡。这产生了一个在没有扩散的情况下确定稳定性的分析标准,为确定图案形成的第一个图灵条件提供了一种替代以前独家的数值方法。
{"title":"Base state of growing reaction-dilution systems exhibiting Turing patterns.","authors":"Aldo Ledesma-Durán, Consuelo García-Alcántara, Iván Santamaría-Holek","doi":"10.3934/mbe.2026005","DOIUrl":"https://doi.org/10.3934/mbe.2026005","url":null,"abstract":"<p><p>Turing pattern formation in growing domains depends on a steady state that balances reaction rates and local volume changes, leading to more complex patterning conditions than in fixed domains. We analyzed the effects of domain growth and shrinkage on spatially homogeneous concentrations and their stability, demonstrating that long-term behavior depends on the growth type: exponential growth causes asymptotic deviations, linear and quadratic growth enable gradual recovery of the fixed-domain state, and oscillatory growth induces concentration oscillations. Using a linear approximation for the base state, we derived an analytic expression that accurately predicts these effects for slow domain variations. Our theoretical model shows that dilution-induced steady states evolve proportionally to the chemical fixed-point concentration, a result validated through extensive numerical simulations of the Brusselator and BVAM reactions. Additionally, we proposed an approximate framework for evaluating the stability of spatially homogeneous perturbations, interpreting it as a balance between reaction rates and dilution. This yielded an analytical criterion for determining stability in the absence of diffusion, offering an alternative to previously exclusive numerical approaches for identifying the first Turing condition for pattern formation.</p>","PeriodicalId":49870,"journal":{"name":"Mathematical Biosciences and Engineering","volume":"23 1","pages":"97-123"},"PeriodicalIF":2.6,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145913838","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantifying ocular surface changes with contact lens wear. 量化佩戴隐形眼镜后眼表的变化。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2026-01-01 Epub Date: 2025-12-04 DOI: 10.3934/mbe.2026008
Lucia Carichino, Kara L Maki, David S Ross, Riley K Supple, Evan Rysdam

Over 140 million people worldwide and over 45 million people in the United States wear contact lenses; it is estimated that - contact lens users stop wearing them due to discomfort. Contact lens mechanical interactions with the ocular surface have been found to affect the ocular surface itself. These mechanical interactions are difficult to measure and calculate in a clinical setting, and the research in this field is limited. This paper presents the first mathematical model that captures the interactions between the contact lens and the open eye, where the contact lens configuration, the contact lens suction pressure, and the deformed ocular shape are all emergent properties of the model. The non-linear coupling between the contact lens and the eye is achieved by assuming that the suction pressure under the lens is applied directly to the ocular surface through the post-lens tear film layer. The contact lens mechanics are modeled using a previous published model. We consider homogeneous and heterogeneous linear elastic eye models, different ocular shapes, different lens shapes and thickness profiles, and extract lens deformations, suction pressure profiles, and ocular deformations and stresses for all the considered scenarios. The model predicts higher ocular deformations and stresses at the center of the eye and in the limbal/scleral regions. Accounting for heterogeneous material eye parameters increases the magnitude of such deformations and stresses. The ocular displacements and stresses non-linearly increase as we increase the stiffness of the contact lens. Inserting a steeper contact lens on the eye results in a reduction of the ocular displacement at the center of the eye and a larger displacement at the edge of the contact lens. The model predictions are compared with experimental data and previously developed mathematical models.

全世界有超过1.4亿人戴隐形眼镜,美国有超过4500万人戴隐形眼镜;据估计,有一半的隐形眼镜使用者会因为感觉不舒服而停止佩戴。人们发现隐形眼镜与眼表的机械相互作用会影响眼表本身。这些机械相互作用很难在临床环境中测量和计算,并且在该领域的研究是有限的。本文提出了第一个捕捉隐形眼镜与睁开的眼睛之间相互作用的数学模型,其中隐形眼镜的配置,隐形眼镜的吸入压力和变形的眼睛形状都是模型的紧急属性。假设晶状体下的吸力压力通过晶状体后泪膜层直接作用于眼表,从而实现了隐形眼镜与眼睛之间的非线性耦合。使用先前发表的模型对隐形眼镜的力学进行建模。我们考虑了均匀和非均匀的线弹性眼模型、不同的眼形状、不同的晶状体形状和厚度分布,并提取了所有考虑场景下的晶状体变形、吸压分布和眼变形和应力。该模型预测眼睛中心和角膜缘/巩膜区域的高度变形和应力。考虑异质材料眼参数增加了这种变形和应力的幅度。随着隐形眼镜硬度的增加,眼内位移和应力呈非线性增加。在眼睛上插入一个更陡的隐形眼镜会减少眼睛中心的眼位移,而在隐形眼镜边缘的眼位移会更大。将模型预测结果与实验数据和先前开发的数学模型进行了比较。
{"title":"Quantifying ocular surface changes with contact lens wear.","authors":"Lucia Carichino, Kara L Maki, David S Ross, Riley K Supple, Evan Rysdam","doi":"10.3934/mbe.2026008","DOIUrl":"https://doi.org/10.3934/mbe.2026008","url":null,"abstract":"<p><p>Over 140 million people worldwide and over 45 million people in the United States wear contact lenses; it is estimated that - contact lens users stop wearing them due to discomfort. Contact lens mechanical interactions with the ocular surface have been found to affect the ocular surface itself. These mechanical interactions are difficult to measure and calculate in a clinical setting, and the research in this field is limited. This paper presents the first mathematical model that captures the interactions between the contact lens and the open eye, where the contact lens configuration, the contact lens suction pressure, and the deformed ocular shape are all emergent properties of the model. The non-linear coupling between the contact lens and the eye is achieved by assuming that the suction pressure under the lens is applied directly to the ocular surface through the post-lens tear film layer. The contact lens mechanics are modeled using a previous published model. We consider homogeneous and heterogeneous linear elastic eye models, different ocular shapes, different lens shapes and thickness profiles, and extract lens deformations, suction pressure profiles, and ocular deformations and stresses for all the considered scenarios. The model predicts higher ocular deformations and stresses at the center of the eye and in the limbal/scleral regions. Accounting for heterogeneous material eye parameters increases the magnitude of such deformations and stresses. The ocular displacements and stresses non-linearly increase as we increase the stiffness of the contact lens. Inserting a steeper contact lens on the eye results in a reduction of the ocular displacement at the center of the eye and a larger displacement at the edge of the contact lens. The model predictions are compared with experimental data and previously developed mathematical models.</p>","PeriodicalId":49870,"journal":{"name":"Mathematical Biosciences and Engineering","volume":"23 1","pages":"172-209"},"PeriodicalIF":2.6,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145913836","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Self-organized social distancing during epidemics when the force of infection depends on susceptible and infectious behavior. 在流行期间,当感染的力量取决于易感和传染性行为时,自组织的社会距离。
IF 2.6 4区 工程技术 Q1 Mathematics Pub Date : 2026-01-01 Epub Date: 2025-12-02 DOI: 10.3934/mbe.2026007
Simon K Schnyder, John J Molina, Joel C Miller, Ryoichi Yamamoto, Tetsuya J Kobayashi, Matthew S Turner

During epidemics, individuals may adjust their social behavior in response to the threat. This may affect the course of the epidemic, and, in turn, again modify people's behavior. Game theoretically, the system may end up in a Nash equilibrium, where no member of the population can benefit by unilaterally changing their behavior. Compartmentalized epidemic models can incorporate such endogenous decision making, where individuals try to optimize a utility function via their behavior. Typically, such models can only be solved numerically. Here, we extend a recently discovered analytic solution for time-dependent social distancing and the corresponding epidemic dynamics: now, the probability of an infection taking place can depend on both the susceptible and infectious individual behaviors. We show that the more effectively the susceptible individual can reduce the probability of infection, the more self-organized social distancing is expected to occur. The previously identified heuristic that the strength of rational social distancing is proportional to both the perceived infection cost and prevalence is found to also hold in the generalized model.

在流行病期间,个体可能会调整其社会行为以应对威胁。这可能会影响疫情的进程,进而又会改变人们的行为。从博弈论的角度来看,这个系统最终可能会达到纳什均衡,即没有人能通过单方面改变自己的行为而获益。划分的流行病模型可以纳入这种内生决策,在这种决策中,个体试图通过自己的行为优化效用函数。通常,这样的模型只能用数值方法求解。在这里,我们扩展了最近发现的基于时间的社会距离和相应的流行动态的解析解:现在,感染发生的概率既取决于易感个体,也取决于感染个体的行为。研究表明,易感个体越能有效地降低感染概率,自组织的社会距离就越有可能发生。先前发现的启发式发现,理性社会距离的强度与感知感染成本和流行率都成正比,这在广义模型中也成立。
{"title":"Self-organized social distancing during epidemics when the force of infection depends on susceptible and infectious behavior.","authors":"Simon K Schnyder, John J Molina, Joel C Miller, Ryoichi Yamamoto, Tetsuya J Kobayashi, Matthew S Turner","doi":"10.3934/mbe.2026007","DOIUrl":"https://doi.org/10.3934/mbe.2026007","url":null,"abstract":"<p><p>During epidemics, individuals may adjust their social behavior in response to the threat. This may affect the course of the epidemic, and, in turn, again modify people's behavior. Game theoretically, the system may end up in a Nash equilibrium, where no member of the population can benefit by unilaterally changing their behavior. Compartmentalized epidemic models can incorporate such endogenous decision making, where individuals try to optimize a utility function via their behavior. Typically, such models can only be solved numerically. Here, we extend a recently discovered analytic solution for time-dependent social distancing and the corresponding epidemic dynamics: now, the probability of an infection taking place can depend on both the susceptible and infectious individual behaviors. We show that the more effectively the susceptible individual can reduce the probability of infection, the more self-organized social distancing is expected to occur. The previously identified heuristic that the strength of rational social distancing is proportional to both the perceived infection cost and prevalence is found to also hold in the generalized model.</p>","PeriodicalId":49870,"journal":{"name":"Mathematical Biosciences and Engineering","volume":"23 1","pages":"148-171"},"PeriodicalIF":2.6,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145913810","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Mathematical Biosciences and Engineering
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1