Simulation model

仿真模型
  • 文章类型: Journal Article
    背景:成本效益分析通常忽略医疗保健系统资源限制。由于疾病患病率增加和资源密集型治疗的使用,眼科受到资源限制的影响。这项研究评估了资源限制对法利单抗6毫克成本效益的影响,与阿柏西普2毫克和雷珠单抗生物仿制药0.5毫克相比,用于治疗湿性年龄相关性黄斑变性(wAMD)或糖尿病性黄斑水肿(DMO),为期5年。
    方法:一个微观模拟模型估计了资源限制对患者就诊的影响,延迟,成本和质量调整寿命年(QALY)损失由于在一个典型的英国国家卫生服务眼科医院治疗1500例wAMD患者和500例DMO患者的治疗延误.患者特征,使用已发表的文献和专家意见告知治疗方案和治疗间隔.资源限制是通过限制每周可用的玻璃体内注射预约次数来表示的。随着疾病患病率上升引起的需求增长。该模型比较了三种情况下的结果;每种情况都涉及用三种治疗方法之一治疗所有患者。
    结果:超过5年,在一家资源有限的医院,与aflibercept相比,法利单抗的使用避免了12,596次延误,节省了英镑/15,108,609英镑的成本,避免了60.06个QALY的损失。与雷珠单抗生物仿制药相比,法利玛的使用避免了18910次延误,产生了2,069,088英镑的额外费用,避免了105.70QALY的损失,导致增量成本效益比为19,574GB/QALY。
    结论:在卫生经济评估中考虑资源约束至关重要。新兴疗法更持久,需要较少的诊所就诊,可以减少治疗延误。改善QALY结果,减轻医疗系统负担。Faricimab减少了延迟注射的次数,在资源有限的医疗保健系统中,改善患者的QALY结果。与阿柏西普相比,Faricimab节省成本,与雷珠单抗生物仿制药相比具有成本效益。
    BACKGROUND: Cost-effectiveness analyses typically ignore healthcare system resource constraints. Ophthalmology is affected by resource constraints because of increasing disease prevalence and the use of resource-intensive treatments. This study evaluated the impact of resource constraints on the cost-effectiveness of faricimab 6 mg, compared with aflibercept 2 mg and ranibizumab biosimilar 0.5 mg, for treating wet age-related macular degeneration (wAMD) or diabetic macular oedema (DMO) over a 5-year horizon.
    METHODS: A microsimulation model estimated the impact of resource constraints on patients visits, delays, costs and quality-adjusted life-year (QALY) losses due to treatment delays at a typical UK National Health Service eye hospital treating 1500 patients with wAMD and 500 patients with DMO. Patient characteristics, treatment regimens and treatment intervals were informed using published literature and expert opinion. Resource constraint was represented by limiting the number of available intravitreal injection appointments per week, with growing demand caused by rising disease prevalence. The model compared outcomes across three scenarios; each scenario involved treating all patients with one of the three treatments.
    RESULTS: Over 5 years, in a resource-constrained hospital, compared with aflibercept, faricimab use resulted in the avoidance of 12,596 delays, saved GBP/£15,108,609 in cost and avoided the loss of 60.06 QALYs. Compared with ranibizumab biosimilar, faricimab use resulted in the avoidance of 18,910 delays, incurred £2,069,088 extra cost and avoided the loss of 105.70 QALYs, resulting in an incremental cost-effectiveness ratio of £19,574/QALY.
    CONCLUSIONS: Accounting for resource constraints in health economic evaluation is crucial. Emerging therapies that are more durable and require less frequent clinic visits can reduce treatment delays, leading to improved QALY outcomes and reduced burden on healthcare systems. Faricimab reduced the number of delayed injections, leading to improved QALY outcomes for patients in a healthcare system with resource constraints. Faricimab is cost-saving when compared with aflibercept and cost-effective when compared with ranibizumab biosimilar.
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  • 文章类型: Journal Article
    新鲜产品与李斯特菌的污染可能发生在整个供应链,包括零售业,李斯特菌属。,包括单核细胞增生李斯特菌,可以通过各种途径引入和传播。然而,零售商可以使用有限的工具来评估可以加强李斯特菌向新鲜农产品传播控制的做法。因此,我们开发了一种基于代理的模型,该模型可以模拟零售产品中李斯特菌的传播,以优化环境采样程序并评估控制策略。一个零售店被用作模型环境,其中对李斯特菌引入环境表面和在环境表面之间传播的各种途径进行了建模。模型预测(即,李斯特菌患病率)使用已发布的纵向研究对模型和验证数据中包含的所有表面进行了验证。使用部分排序相关系数的敏感性分析表明(i)来自传入农产品的初始李斯特菌浓度,(ii)从农产品到员工手中的转移系数,和(iii)从消费者到产品的转移系数是与所有代理商的平均李斯特菌患病率显着相关(p<0.0018)的前三个参数,这表明这些参数的准确性对于预测零售中李斯特菌的总体患病率很重要。聚类分析将具有相似污染模式的试剂分为六个独特的簇;此信息可用于优化零售环境的采样计划。情景分析表明,(i)更严格的供应商控制以及(ii)通过消费者手减少李斯特菌传播的做法可能对减少成品污染产生最大影响。总的来说,我们表明,基于代理的模型可以作为一个基础工具,以帮助在零售李斯特菌控制策略的决策。
    Contamination of fresh produce with Listeria monocytogenes can occur throughout the supply chain, including at retail, where Listeria spp., including L. monocytogenes, may be introduced and spread via various routes. However, limited tools are available for retailers to assess practices that can enhance control of Listeria transmission to fresh produce. Therefore, we developed an agent-based model that can simulate Listeria transmission in retail produce sections to optimize environmental sampling programs and evaluate control strategies. A single retail store was used as a model environment, in which various routes of Listeria introduction into and transmission between environmental surfaces were modeled. Model prediction (i.e., Listeria prevalence) was validated using a published longitudinal study for all surfaces that were included in both the model and the validation data. Sensitivity analysis using the Partial Rank Correlation Coefficient showed that (i) initial Listeria concentration from incoming produce, (ii) transfer coefficient from produce to employee\'s hands, and (iii) transfer coefficient from consumer to produce were the top three parameters that were significantly (p < 0.0018) associated with the mean Listeria prevalence across all agents, suggesting that the accuracy of these parameters are important for prediction of overall Listeria prevalence at retail. Cluster analysis grouped agents with similar contamination patterns into six unique clusters; this information can be used to optimize the sampling plans for retail environments. Scenario analysis suggested that (i) more stringent supplier control as well as (ii) practices reducing Listeria transmission via consumer\'s hands may have the largest impact on reducing finished product contamination. Overall, we show that an agent-based model can serve as a foundational tool to help with decision-making on Listeria control strategies at retail.
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  • 文章类型: Journal Article
    背景:注射设备共享网络在注射毒品(PWID)人群中的丙型肝炎病毒(HCV)传播中起着重要作用。HCV感染的直接抗病毒(DAA)治疗和预防HCV传播的干预措施是整个丙型肝炎消除策略的关键组成部分。但在不同的PWID网络设置中,它们如何有助于消除结果尚不清楚.
    方法:我们通过在PWID之间共享注射设备,开发了基于代理的HCV传播网络模型,并使用美国农村PWID数据对模型进行了参数化和校准。我们以每年12.5%的覆盖率模拟治疗和预防干预措施,25%,或37.5%(参与的合格个人的累计百分比),和两种分配方法:随机与针对更多注射伙伴的PWID(以下简称“基于学位”)。我们比较了这些干预策略对HCV感染患病率和发病率的影响。我们对控制治疗和预防干预效果的关键参数和PWID网络特征进行了敏感性分析。
    结果:将治疗和预防干预措施与基于学位的分配相结合,在两年内将HCV感染的患病率和发病率分别降低了67%和70%,分别。治疗性干预措施的患病率比预防性干预措施降低了6至12倍,而治愈性和预防性干预在降低发病率方面具有相当的效果.干预影响随着所有干预策略的覆盖率几乎呈线性增加,基于程度的分配总是比随机分配更有效,特别是预防性干预。结果对定义干预效果和网络平均程度的参数值敏感。
    结论:DAA治疗可有效降低PWID中HCV感染的患病率和发生率,但当干预覆盖率较低时,预防性干预在降低发病率方面发挥着重要作用.增加覆盖面,包括努力接触最多注射伙伴的个人,防止再感染,改善预防性服务的合规性和保留率可以大大改善结果。设计丙型肝炎消除计划时应考虑PWID网络特征。
    BACKGROUND: Injection-equipment-sharing networks play an important role in hepatitis C virus (HCV) transmission among people who inject drugs (PWID). Direct-acting antiviral (DAA) treatments for HCV infection and interventions to prevent HCV transmission are critical components of an overall hepatitis C elimination strategy, but how they contribute to the elimination outcomes in different PWID network settings are unclear.
    METHODS: We developed an agent-based network model of HCV transmission through the sharing of injection equipment among PWID and parameterized and calibrated the model with rural PWID data in the United States. We modeled curative and preventive interventions at annual coverage levels of 12.5 %, 25 %, or 37.5 % (cumulative percentage of eligible individuals engaged), and two allocation approaches: random vs targeting PWID with more injection partners (hereafter \'degree-based\'). We compared the impact of these intervention strategies on prevalence and incidence of HCV infections. We conducted sensitivity analysis on key parameters governing the effects of curative and preventive interventions and PWID network characteristics.
    RESULTS: Combining curative and preventive interventions at 37.5 % annual coverage with degree-based allocation decreased prevalence and incidence of HCV infection by 67 % and 70 % over two years, respectively. Curative interventions decreased prevalence by six to 12 times more than preventive interventions, while curative and preventive interventions had comparable effectiveness on reducing incidence. Intervention impact increased with coverage almost linearly across all intervention strategies, and degree-based allocation was always more effective than random allocation, especially for preventive interventions. Results were sensitive to parameter values defining intervention effects and network mean degree.
    CONCLUSIONS: DAA treatments are effective in reducing both prevalence and incidence of HCV infection in PWID, but preventive interventions play a significant role in reducing incidence when intervention coverage is low. Increasing coverage, including efforts in reaching individuals with the most injection partners, preventing reinfection, and improving compliance and retention in preventive services can substantially improve the outcomes. PWID network characteristics should be considered when designing hepatitis C elimination programs.
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  • 文章类型: Journal Article
    风险指数工具有可能帮助农民就其农场设计做出战略决策,以管理养分损失。这些工具需要一个漏洞框架,这些通常是基于分数或排名。这些框架难以考虑物理环境的元素之间的相互作用。基于过程的模拟模型固有地考虑了相互作用,并且可能是基于分数的方法的可行替代方案。我们描述了填充涵盖新西兰农业用地的运输因子数据库的方法,该数据库旨在用作风险指数工具中的敏感性框架。该方法给出了淋溶和径流传输因子,并按月给出了值。所使用的模拟模型已经过模拟水和氮平衡的验证,并且通过专家评估验证了所产生的运输因子的空间格局。这些功能可以很好地代表各种农业活动所带来的风险。•使用模拟模型来量化运输因子。•捕获物理环境中土壤和天气因素之间的相互作用。•制作一个全国范围的数据库,旨在作为风险指数工具的敏感性框架。
    Risk index tools have the potential to assist farmers in making strategic decisions regarding their farm design to manage losses of nutrients. Such tools require a vulnerability framework, and these are often based on scores or rankings. These frameworks struggle to take account of interactions between elements of the physical environment. Process-based simulation models inherently take account of interactions and may be a viable alternative to score-based methods. We describe the method to populate a database of transport factors that covers the agricultural lands of New Zealand that is designed for usage as the susceptibility framework within a risk index tool. The method gives both leaching and runoff transport factors and gives values by month. The simulation model used had already been validated for simulating water and nitrogen balances and the generated spatial patterns of the transport factors was validated via expert assessment. These features allow good representation of the risks posed across a wide range of farming activities.•Use of a simulation model to quantify transport factors.•Captures the interactions between soil and weather factors in the physical environment.•Produces a country-wide database intended as a susceptibility framework for a risk index tool.
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  • 文章类型: Journal Article
    目的:研究已发表的有关小儿结直肠手术领域中用于模拟和训练的各种模型的文献。
    方法:于2024年3月24日进行了PubMed搜索,以搜索“模拟小儿结直肠手术”,然后再搜索“模拟和肛门直肠畸形”,得出22和14个结果,分别(共36)。删除4个重复的出版物后,发现12个与结直肠疾病的模拟和训练有关。从文献中增加了一份与该主题相关的出版物,研究了13篇文章。
    结果:其中,5、1、4和3在无生命模型上;动画模型;3D重建;和训练,分别。模拟模型可用于后矢状肛门直肠成形术。在五篇文章中使用了相同的无生命模型。动画模型基于鸡尸体。已经制作了3D模型用于个性化的术前评估和了解肛门直肠畸形的成像。通过类器官上皮的再生制作了一个3D模型。培训模块用于评估手术解剖,标准化手术技术,提高熟练程度。
    结论:仿真模型是教授手术步骤和讨论导师和同行之间手术并发症细微差别的重要工具。随着这个领域的进步,高保真模型的发展,更多的培训模块,手术技术的共识将有利于手术培训。
    OBJECTIVE: To study the published literature for various models used for simulation and training in the field of pediatric colorectal surgery.
    METHODS: A PubMed search was conducted for studies of simulation models in anorectal malformation on 24 March 2024 with the search words \'simulation pediatric colorectal surgery\' followed by another search on \'simulation AND anorectal malformation\' that gave 22 and 14 results, respectively (total 36). After removing 4 duplicate publications, 12 were found relevant to simulation and training in colorectal diseases. One publication relevant to the topic was added from literature, thirteen articles were studied.
    RESULTS: Of these, 5; 1; 4; and 3 were on inanimate models; animate model; 3D reconstructions; and training, respectively. Simulation models are available for posterior sagittal anorectoplasty. The same inanimate model was used in five articles. The animate model was based on a chicken cadaver. 3D models have been made for personalized preoperative assessment and to understand the imaging in anorectal malformation. One 3D model was made by regeneration of organoid epithelium. Training modules were made to evaluate surgical dissection, standardize surgical techniques, and improve proficiency.
    CONCLUSIONS: Simulation models are an important tool for teaching the steps of surgery and discussing the nuances of operative complications among mentors and peers. With advances in this field, the development of high-fidelity models, more training modules, and consensus on surgical techniques will benefit surgical training.
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  • 文章类型: Journal Article
    温度和光照是影响温室栽培番茄果实品质形成的关键因素。然而,很少有模拟模型来检验番茄果实品质形成与温度和光照之间的关系。在这项研究中,建立了一个模型,研究了可溶性糖(SSC)、有机酸含量(OAC),和SSC/OAC以及日光温室果实成熟期的热效率和光合有效辐射(TEP)的累积乘积。计算均方根误差(RMSE)值,比较模拟值与实测值的一致性,和SSC的RMSE值,OAC,SSC/OAC为0.09%,0.14%,和0.358。采用层次分析法(AHP)和熵权法得到质量指标的组合权重,排序为SSC>OAC>SSC/OAC>CI>番茄红素>Vc>果实硬度。使用TOPSIS方法(与理想解决方案相似的顺序偏好技术)获得了综合果实品质评估值,并探索了番茄果实综合品质与TEP之间的模拟模型。该研究可以准确地模拟和量化日光温室中番茄果实成熟过程中果实品质的积累,以响应环境条件。
    Temperature and light are the key factors affecting the formation of tomato fruit quality in greenhouse cultivation. However, there are few simulation models that examine the relationship between tomato fruit quality formation and temperature and light. In this study, a model was established that investigated the relationships between soluble sugar (SSC), organic acid content (OAC), and SSC/OAC and the cumulative product of thermal effectiveness and photosynthetically active radiation (TEP) during the fruit-ripening period in a solar greenhouse. The root mean square error (RMSE) values were calculated to compare the consistency between the simulated and measured values, and the RMSE values for SSC, OAC, and SSC/OAC were 0.09%, 0.14%, and 0.358, respectively. The combined weights of quality indicators were obtained using the analytic hierarchy process (AHP) and entropy weighting method, ranking as SSC > OAC > SSC/OAC > CI > lycopene > Vc > fruit firmness. The comprehensive fruit quality evaluation value was obtained using the TOPSIS method (Technique for Order Preference by Similarity to an Ideal Solution) and a simulation model between comprehensive tomato fruit quality and TEP was explored. This study could accurately simulate and quantify the accumulation of tomato fruit quality during fruit ripening in response to environmental conditions in a solar greenhouse.
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  • 文章类型: Journal Article
    为了有效降低GH4169工件的残余应力,从而提高疲劳强度和使用寿命,这项研究调查了在喷雾冷却条件下GH4169车削过程中喷雾冷却参数对表面残余应力的影响,利用模拟和实验两种方法。使用有限元分析建立了在喷射冷却中切割GH4169时的残余应力的仿真模型。分析了喷射压力和流量对残余拉应力的影响。分析表明,随着喷射压力的增加,残余拉应力呈下降趋势,逐步稳定。相反,随着喷雾流量的增加,残余拉应力先减小后增大。在不同的喷雾参数下进行了GH4169的车削实验。实验之后,使用X射线衍射仪器对工件进行切片和残余应力分析。测得的残余应力值与模拟值非常匹配,相对误差在6%以内,验证仿真模型的准确性,确认参数设置的适当性。这些结果有助于进一步推广喷雾冷却技术,便于合理选择喷雾参数。
    To effectively reduce residual stresses in GH4169 workpieces, thus enhancing fatigue strength and operational lifespan, this study investigates the influence of spray cooling parameters on surface residual stresses during GH4169 turning in spray cooling conditions, utilizing both simulation and experimental approaches. A simulation model of residual stresses was established using finite element analysis when GH4169 was cut in spray cooling. The effects of spray pressure and flow rate on residual tensile stresses were analyzed. The analysis reveals that with increasing spray pressure, residual tensile stresses show a decreasing trend, gradually stabilizing. Conversely, with an increasing spray flow rate, residual tensile stresses initially decrease and then increase. The turning experiments of GH4169 were conducted under different spray parameters. After the experiment, the workpiece was sectioned and analyzed for residual stresses using X-ray diffraction instrumentation. The value residual stress measured closely matched those of simulation, with a relative error within 6%, validating the accuracy of the simulation model and confirming the appropriateness of parameter settings. These results contribute to the further promotion of spray cooling technology and facilitate the rational selection of spray parameters.
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  • 文章类型: Journal Article
    由于传统的PID(比例-积分-微分)控制器很难控制机器人在不断变化的环境条件下稳定恒力磨削,有必要在常规PID控制器中增加一个补偿项。针对补偿项参数难以获得的问题,提出了一种基于SAC(Soft-Actor-Critic)的最优参数查找算法,包括训练状态动作和归一化预处理,奖励函数设计,和有针对性的深度神经网络设计。该算法用于找到最优控制器补偿项参数,并应用于PID控制器,通过机器人的逆运动学完成补偿,实现恒力磨削控制。为了验证算法的可行性,建立了具有可感力信息的磨削机器人的仿真模型,仿真结果表明,利用该算法训练的控制器能够实现机器人的恒力磨削。最后,搭建了机器人恒力磨削实验系统平台进行测试,验证了最优参数查找算法对机器人恒力磨削的控制效果,具有特定的环境适应性。
    Since conventional PID (Proportional-Integral-Derivative) controllers hardly control the robot to stabilize for constant force grinding under changing environmental conditions, it is necessary to add a compensation term to conventional PID controllers. An optimal parameter finding algorithm based on SAC (Soft-Actor-Critic) is proposed to solve the problem that the compensation term parameters are difficult to obtain, including training state action and normalization preprocessing, reward function design, and targeted deep neural network design. The algorithm is used to find the optimal controller compensation term parameters and applied to the PID controller to complete the compensation through the inverse kinematics of the robot to achieve constant force grinding control. To verify the algorithm\'s feasibility, a simulation model of a grinding robot with sensible force information is established, and the simulation results show that the controller trained with the algorithm can achieve constant force grinding of the robot. Finally, the robot constant force grinding experimental system platform is built for testing, which verifies the control effect of the optimal parameter finding algorithm on the robot constant force grinding and has specific environmental adaptability.
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  • 文章类型: Journal Article
    随着最近在印度尼西亚和巴厘岛爆发口蹄疫(FMD),工业,政府和公众对其入侵澳大利亚的担忧正在增加。疫情对农业和国民经济的潜在影响可能是毁灭性的。迄今为止,在澳大利亚进行的与口蹄疫有关的研究主要涉及预测各种结果的模拟和模型。该项目严格评估了当前有关模拟使用疫苗接种及其在爆发时控制澳大利亚口蹄疫传播的有效性的文献。10项模型研究的结果表明,疫苗接种可有效控制疫情的规模和持续时间(在某些条件下)。然而,关于成本效益的清晰度较低。
    With recent outbreaks of foot-and-mouth disease (FMD) in Indonesia and Bali, industry, government and public concern for its incursion into Australia is increasing. The potential impact of an outbreak on the agricultural industry and national economy could be devastating. To date, research conducted in relation to FMD in Australia predominantly concerns simulations and models performed to predict various outcomes. This project critically appraises the current literature regarding the simulated use of vaccination and its effectiveness for controlling the spread of FMD in Australia in the event of an outbreak. Findings from 10 modelling studies suggest that vaccination is effective at controlling the size and duration of an outbreak (under certain conditions), however, there is less clarity about cost-effectiveness.
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  • 文章类型: Journal Article
    目的:磁性粒子成像(MPI)是医学断层扫描中的一种新兴成像技术,它利用超顺磁性氧化铁(SPIO)粒子的非线性磁化响应来确定纳米粒子造影剂的体内空间分布。MPI的重建图像质量取决于磁性粒子的特性,MPI扫描仪参数的设置,以及MPI系统的硬件干扰。我们探索了一种可行的方法来系统地,快速地分析这些因素对MPI重建图像质量的影响。
    方法:我们提出了一个系统的3-DMPI仿真模型。MPI仿真模型具有快速生成扫描体模的模拟重建图像的能力,通过比较输入图像和输出图像之间的差异,可以实现MPI重建图像质量的定量分析。这些因素在我们的模型中主要分为成像参数和干扰参数。为了减少仿真模型的计算时间,我们引入GPU并行编程来加速大型复杂矩阵数据的处理。为了便于使用,我们还构建了一个可靠的,高性能,以及基于我们模型的开源三维MPI仿真软件工具。通过使用OpenMPIData评估我们模型的效率。为了展示我们模型的功能,我们使用与真实MPI扫描仪一致的参数进行模拟实验,以提高MPI图像质量。
    结果:实验结果表明,我们的仿真模型可以系统,快速地评估成像参数和干涉参数对MPI重建图像质量的影响。
    结论:我们基于我们的模拟模型,结合了MPI形成的所有阶段,开发了一种易于使用且开源的3-DMPI模拟软件工具,从信号采集到图像重建。在未来,仿真模型对实际MPI图像具有潜在的指导意义。
    OBJECTIVE: Magnetic particle imaging (MPI) is an emerging imaging technology in medical tomography that utilizes the nonlinear magnetization response of superparamagnetic iron oxide (SPIO) particles to determine the in vivo spatial distribution of nanoparticle contrast agents. The reconstruction image quality of MPI is determined by the characteristics of magnetic particles, the setting of the MPI scanner parameters, and the hardware interference of MPI systems. We explore a feasible method to systematically and quickly analyze the impact of these factors on MPI reconstruction image quality.
    METHODS: We propose a systematic 3-D MPI simulation model. The MPI simulation model has the capability of quickly producing the simulated reconstruction images of a scanned phantom, and quantitative analysis of MPI reconstruction image quality can be achieved by comparing the differences between the input image and output image. These factors are mainly classified as imaging parameters and interference parameters in our model. In order to reduce the computational time of the simulation model, we introduce GPU parallel programming to accelerate the processing of large complex matrix data. For ease of use, we also construct a reliable, high-performance, and open-source 3-D MPI simulation software tool based on our model. The efficiency of our model is evaluated by using OpenMPIData. To demonstrate the capabilities of our model, we conduct simulation experiments using parameters consistent with a real MPI scanner for improving MPI image quality.
    RESULTS: The experimental results show that our simulation model can systematically and quickly evaluate the impact of imaging parameters and interference parameters on MPI reconstruction image quality.
    CONCLUSIONS: We developed an easy-to-use and open-source 3-D MPI simulation software tool based on our simulation model incorporating all the stages of MPI formation, from signal acquisition to image reconstruction. In the future, our simulation model has potential guiding significance to practical MPI images.
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