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Modular Open-Core System for Collection and Near Real-Time Processing of High-Resolution Data from Wearable Sensors 用于收集和近实时处理可穿戴传感器高分辨率数据的模块化开放式核心系统
IF 3.8 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-09-04 DOI: 10.3390/asi6050079
Dorota S. Temple, M. Hegarty-Craver, Pooja Gaur, Matthew D. Boyce, Jonathan R. Holt, Edward A. Preble, Randall E. Eckhoff, H. Davis-Wilson, Howard J. Walls, David E. Dausch, M. Blackston
Wearable devices, such as smartwatches integrating heart rate and activity sensors, have the potential to transform health monitoring by enabling continuous, near real-time data collection and analytics. In this paper, we present a novel modular architecture for collecting and end-to-end processing of high-resolution signals from wearable sensors. The system obtains minimally processed data directly from the smartwatch and further processes and analyzes the data stream without transmitting it to the device vendor cloud. The standalone operation is made possible by a software stack that provides data cleaning, extraction of physiological metrics, and standardization of the metrics to enable person-to-person and rest-to-activity comparisons. To illustrate the operation of the system, we present examples of datasets from volunteers wearing Garmin Fenix smartwatches for several weeks in free-living conditions. As collected, the datasets contain time series of each interbeat interval and the respiration rate, blood oxygen saturation, and step count every 1 min. From the high-resolution datasets, we extract heart rate variability metrics, which are a source of information about the heart’s response to external stressors. These biomarkers can be used for the early detection of a range of diseases and the assessment of physical and mental performance of the individual. The data collection and analytics system has the potential to broaden the use of smartwatches in continuous near to real-time monitoring of health and well-being.
可穿戴设备,如集成心率和活动传感器的智能手表,有可能通过实现连续、近乎实时的数据收集和分析来改变健康监测。在本文中,我们提出了一种新的模块化架构,用于收集和端到端处理来自可穿戴传感器的高分辨率信号。该系统直接从智能手表获得最低限度处理的数据,并进一步处理和分析数据流,而无需将其传输到设备供应商云。独立操作是通过软件堆栈实现的,该软件堆栈提供数据清理、生理指标提取和指标标准化,以实现人与人以及休息与活动的比较。为了说明该系统的操作,我们展示了志愿者在自由生活条件下佩戴Garmin Fenix智能手表数周的数据集示例。收集到的数据集包含每个间隔的时间序列以及每1分钟的呼吸频率、血氧饱和度和步数。从高分辨率数据集中,我们提取心率变异性指标,这是心脏对外部压力源反应的信息来源。这些生物标志物可用于一系列疾病的早期检测和个人身心表现的评估。该数据收集和分析系统有可能扩大智能手表在持续近实时监测健康和福祉方面的应用。
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引用次数: 0
Optimizing Healthcare Delivery: A Model for Staffing, Patient Assignment, and Resource Allocation 优化医疗保健服务:人员配置、患者分配和资源分配的模型
IF 3.8 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-30 DOI: 10.3390/asi6050078
Ahmeed Yinusa, Misagh Faezipour
The healthcare industry has recently faced the issues of enhancing patient care, streamlining healthcare operations, and offering high-quality services at reasonable costs. These crucial issues include general healthcare administration, resource allocation, staffing, patient care priorities, and effective scheduling. Therefore, efficient staff scheduling, resource allocation, and patient assignments are required to address these challenges. To address these challenges, in this paper, we developed a mixed-integer linear programming (MILP) model employing the Gurobi optimization solver. The model includes staff assignments, patient assignments, resource allocations, and overtime hours to minimize healthcare expenditures and enhance patient care. We experimented with the robustness and flexibility of our model by implementing two distinct scenarios, each resulting in two unique optimal solutions. The first experimental procedure yielded an optimal solution with an objective value of 844.0, with an exact match between the best-bound score and the objective value, indicating a 0.0% solution gap. Similarly, the second one produced an optimal solution with an objective value of 539.0. The perfect match between this scenario’s best-bound score and objective value resulted in a 0.0% solution gap, further affirming the model’s reliability. The best-bound scores indicated no significant differences in these two procedures, demonstrating that the solutions were ideal within the allowed tolerances.
医疗保健行业最近面临着加强患者护理、简化医疗保健运营以及以合理成本提供高质量服务的问题。这些关键问题包括一般医疗管理、资源分配、人员配备、患者护理优先级和有效的日程安排。因此,需要高效的人员调度、资源分配和患者分配来应对这些挑战。为了应对这些挑战,在本文中,我们使用Gurobi优化求解器开发了一个混合整数线性规划(MILP)模型。该模型包括员工分配、患者分配、资源分配和加班时间,以最大限度地减少医疗支出并加强患者护理。我们通过实现两个不同的场景来试验我们模型的稳健性和灵活性,每个场景都产生了两个独特的最优解决方案。第一个实验程序产生了一个目标值为844.0的最优解,最佳界限分数和目标值之间完全匹配,表明存在0.0%的解差距。类似地,第二个产生了目标值为539.0的最优解。该场景的最佳界限分数和目标值之间的完美匹配导致了0.0%的解决方案差距,进一步肯定了模型的可靠性。最佳界限分数表明这两种程序没有显著差异,表明解决方案在允许的公差范围内是理想的。
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引用次数: 0
Improving the Production Efficiency Based on Algorithmization of the Planning Process 基于规划过程算法的生产效率提高
IF 3.8 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-29 DOI: 10.3390/asi6050077
Ondrej Kozinski, M. Kotyrba, E. Volná
Planning and managing the production process are key challenges faced by every manufacturing organization. The main contribution of this article lies in the analysis and design of a planning algorithm that takes into consideration the specifics of this environment. The proposed algorithm encompasses elements of batch production, including a just-in-time approach. The article focuses on scenarios within batch production. Managers of manufacturing and supply companies must ensure smooth fulfillment and uninterrupted production of the agreed-upon quantity of parts. However, this task presents complex challenges. The product portfolio requires meticulous sequencing of production batches, and subsequent parts need to be temporarily stored in their raw state for further processing. Moreover, product variability necessitates frequent adjustments to the production line, resulting in delays. Shortages in manpower additionally place demands on shift organization. The company’s primary objective is to increase production efficiency while simultaneously reducing inventory and minimizing non-standard shift work. The challenge was to reconcile seemingly conflicting company requirements and to concentrate on solutions with swift implementation and minimal costs. Ensuring seamless production operation can be addressed by expanding supporting technologies or by increasing production capacity, such as acquiring an additional production line. However, these options entail costs and do not align with the company’s expectation for immediate impact and cost savings. However, improving production efficiency can also be achieved by altering the approach to production planning, which is the central theme of this article. The key element is ensuring that the customer plan is adhered to while working with a fixed production logic and variable input factors that must account for various non-standard situations.
生产过程的规划和管理是每个制造组织面临的关键挑战。本文的主要贡献在于分析和设计了一种考虑到这种环境的具体情况的规划算法。所提出的算法包含了批量生产的元素,包括及时方法。这篇文章的重点是批量生产中的场景。制造和供应公司的经理必须确保顺利完成和不间断地生产商定数量的零件。然而,这项任务提出了复杂的挑战。产品组合需要对生产批次进行细致的排序,后续零件需要临时储存在原始状态下进行进一步加工。此外,产品的可变性需要对生产线进行频繁的调整,从而导致延误。人力短缺还对轮班组织提出了要求。该公司的主要目标是提高生产效率,同时减少库存,最大限度地减少非标准轮班工作。面临的挑战是协调看似矛盾的公司要求,并专注于快速实施和最低成本的解决方案。确保无缝生产运营可以通过扩大配套技术或提高生产能力来解决,例如收购一条额外的生产线。然而,这些选择会带来成本,与公司对直接影响和成本节约的预期不一致。然而,提高生产效率也可以通过改变生产计划的方法来实现,这是本文的中心主题。关键要素是确保在使用固定的生产逻辑和可变的输入因素时遵守客户计划,这些因素必须考虑各种非标准情况。
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引用次数: 0
Measuring Carbon in Cities and Their Buildings through Reverse Engineering of Life Cycle Assessment 基于生命周期评估逆向工程的城市及建筑碳测量
IF 3.8 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-28 DOI: 10.3390/asi6050076
L. Bragança, María Concepción Verde Muniesa
According to the European Green Deal, excessive carbon emissions are the origin of global warming and must be drastically reduced. Given that the building sector is one of the major sources of carbon emissions, results imperative to limit these emissions, especially in a city context where the density of buildings is commonly higher and rapidly increasing. All stages of the life cycle of a building, including raw material harvesting, manufacturing of products, use phase of the building, end of life, all generate or reduce carbon. The manufacture of construction materials accounts for 11% of all energy and process-related emissions annually. Additionally, recent estimates indicate that over 80% of all product-related environmental impacts of a building are determined during the design phase of the building. These indicators reflect the urgent need to explore a low-carbon measure method for building design. This is here done using a linear regression Reverse Engineering model and percentage calculation. One of the hypotheses formulated relates Global Warming Potential (GWP) of −30.000 CO2eq or lower (around −165 CO2eq/m2) in the 25% of a block of houses, to carbon further reductions by 11%. This paper has identified barriers in terms of the databases needed to achieve this task.
根据欧洲绿色协议,过量的碳排放是全球变暖的根源,必须大幅减少。鉴于建筑业是碳排放的主要来源之一,因此必须限制这些排放,尤其是在建筑密度通常更高且迅速增加的城市环境中。建筑生命周期的所有阶段,包括原材料收集、产品制造、建筑使用阶段、寿命终止,都会产生或减少碳。建筑材料的制造每年占所有能源和工艺相关排放量的11%。此外,最近的估计表明,建筑物80%以上的产品相关环境影响是在建筑物的设计阶段确定的。这些指标反映出建筑设计迫切需要探索一种低碳的措施方法。这是使用线性回归逆向工程模型和百分比计算完成的。其中一个假设将25%的房屋的全球变暖潜能值(GWP)为−30.000 CO2eq或更低(约为−165 CO2eq/m2)与碳进一步减少11%联系起来。本文已经确定了实现这一任务所需的数据库方面的障碍。
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引用次数: 1
Multicriteria Decision Making in Tourism Industry Based on Visualization of Aggregation Operators 基于聚合算子可视化的旅游业多准则决策
IF 3.8 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-25 DOI: 10.3390/asi6050074
S. Sakulin, Alexander Alfimtsev
The modern tourist industry is characterized by an abundance of applied multicriteria decision-making tasks. Several researchers have demonstrated that such tasks can be effectively resolved using aggregation operators based on fuzzy integrals and fuzzy measures. At the same time, the implementation of this mathematical tool is limited by weak intuitive understanding by the practicing specialists of the aggregation process as well as fuzzy measures in general. Some researchers have proposed different aggregation visualization methods, but these methods have several properties that block their wide implementation in decision-making practice. The purpose of this study is to develop a decision-making approach that will allow practitioners to have a clear intuitive vision of the aggregation process and fuzzy measures. This article proposes an approach to decision making in the tourist industry based on the synthesis of the aggregation operator that includes 3D visualization graphics in virtual reality. Firstly, some research devoted to decision-making methods in tourism was assessed along with “smart” tourism, aggregation operators and their visualization. Secondly, a 3D visualization in the form of a balance model was introduced. Thirdly, the method of aggregation-operator synthesis based on the 3D balance model and the 2-order Choquet integral was developed. Finally, an illustrational example of implementing such an approach for resolving the task of assessing and choosing a hotel was described.
现代旅游业的特点是具有丰富的应用多准则决策任务。一些研究人员已经证明,使用基于模糊积分和模糊测度的聚合算子可以有效地解决此类任务。同时,这一数学工具的实施受到聚合过程实践专家的直觉理解薄弱以及一般模糊度量的限制。一些研究人员提出了不同的聚合可视化方法,但这些方法具有一些特性,阻碍了它们在决策实践中的广泛实施。本研究的目的是开发一种决策方法,使从业者能够对聚合过程和模糊度量有清晰直观的了解。本文提出了一种基于聚合算子的旅游业决策方法,该算子包括虚拟现实中的三维可视化图形。首先,对一些致力于旅游决策方法的研究以及“智能”旅游、聚合运营商及其可视化进行了评估。其次,介绍了一种平衡模型形式的三维可视化。第三,提出了基于三维平衡模型和二阶Choquet积分的聚合算子综合方法。最后,描述了一个实施这种方法来解决评估和选择酒店任务的示例。
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引用次数: 0
Process and Product Change Management as a Predictor and Innovative Solution for Company Performance: A Case Study on the Optimization Process in the Automotive Industry 过程和产品变更管理作为公司绩效的预测和创新解决方案——以汽车行业优化过程为例
IF 3.8 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-25 DOI: 10.3390/asi6050075
Bianca Oana Pop (Uifălean), Cătălin Popescu, M. Gabor
Change and innovation are increasingly exerting a significant influence on the daily activities of companies. To ensure optimal control, innovative solutions are employed that are encapsulated in the concept of change management. In the engineering change sector, the proposed approach involves developing solutions and making continuous adjustments to the manufacturing process to enhance productivity and to meet customer needs. Within the automotive industry, companies utilize innovations and process change management to continuously improve and strengthen their position in the market, such as KPI/KPRS and PCI. To achieve this, the present study gathers real digital data from the Romanian branches of two renowned automotive companies. The data regarding change requests include 215 registrations for the first company and 734 registrations for the second company. By employing complex statistical methods such as ANOVA, Student’s t-test, the Mann–Whitney test, and a regression model, the primary objective of this study is to model and to identify the best predictor of change request status. Additionally, this study aims to explore how this change process influences the economic performances of the companies and the performance indicators of change management in manufacturing processes. The findings indicate that, both in the organizations in general and within the automotive industry, when products experience high demand in the market, the number of change requests increases. This highlights the importance of internal optimization of the automation system. Moreover, the study results underscore the crucial role of an effective smart manufacturing and optimal change management system to uphold and to enhance the economic performance of automotive companies.
变革和创新正日益对公司的日常活动产生重大影响。为了确保最佳控制,采用了包含在变更管理概念中的创新解决方案。在工程变更领域,拟议的方法包括开发解决方案并对制造流程进行持续调整,以提高生产力并满足客户需求。在汽车行业,公司利用创新和流程变更管理来不断提高和加强其在市场中的地位,如KPI/KPRS和PCI。为了实现这一点,本研究从两家著名汽车公司的罗马尼亚分公司收集了真实的数字数据。关于变更请求的数据包括第一公司的215个注册和第二公司的734个注册。通过采用复杂的统计方法,如方差分析、Student t检验、Mann-Whitney检验和回归模型,本研究的主要目的是建模并确定变更请求状态的最佳预测因子。此外,本研究旨在探讨这种变革过程如何影响企业的经济绩效以及制造过程中变革管理的绩效指标。研究结果表明,无论是在一般组织中还是在汽车行业中,当产品在市场上遇到高需求时,变更请求的数量都会增加。这突出了自动化系统内部优化的重要性。此外,研究结果强调了有效的智能制造和优化变革管理系统在维护和提高汽车公司经济绩效方面的关键作用。
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引用次数: 0
A Probable Approach to Reliability Assessment of Reinforced Plates 一种可行的加筋板可靠性评估方法
IF 3.8 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-16 DOI: 10.3390/asi6040073
P. Pukach, R. Kvit, T. Salo, M. Vovk
A scheme for solving the problem of determining the probability of failure and probabilistic (statistical) characteristics of the failure loading magnitude of a composite material plate is considered. The plate structure is a flat homogeneous matrix with stochastically distributed rigid rod inclusions. The geometric parameters of inclusions are considered independent random variables with given probability distribution laws. The expressions for the failure loading distribution function, the probability of failure, the mean value, and the dispersion of the failure loading were received and presented. Their dependence on the type of stress state, the inclusion number, and matrix Poisson’s ratio were studied graphically.
考虑了一种解决确定复合材料板失效概率和失效载荷大小的概率(统计)特征问题的方案。板状结构是一个具有随机分布的刚性棒夹杂物的平坦均匀矩阵。夹杂物的几何参数被认为是具有给定概率分布规律的独立随机变量。接收并给出了失效载荷分布函数、失效概率、平均值和失效载荷分散度的表达式。用图表研究了它们对应力状态类型、夹杂物数量和基体泊松比的依赖性。
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引用次数: 0
Mechatronics: A Study on Its Scientific Constitution and Association with Innovative Products 机电一体化:科学构成及其与创新产品的关联研究
IF 3.8 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-14 DOI: 10.3390/asi6040072
Ana Carolina Cintra Faria, S. Barbalho
Mechatronics as a science is a synergic combination of mechanical engineering, electronic control, and software design in product development and manufacturing processes. To understand how the field of knowledge that incorporates mechatronics in innovative products, given that it is not in itself a basic engineering discipline but an integration of fields of knowledge, has advanced, it was developed a bibliometric and qualitative study through systematic review with an analytical framework for the establishment of variables to subsidize the construction of the selected theoretical body. The results and conclusions of the sampled publications show that mechatronics performs one of the principal roles in innovation due to the multidisciplinary integration that the scope of innovation in product engineering is propitiating. The study classified five global scenarios: practical approaches aimed at product development, research that studies curricula and education in engineering, studies involving components of a mechatronic system, use of artificial intelligence, and methodologies for designing mechatronic systems. In addition to underscoring that the use of the term innovation associated with mechatronics in a large proportion of the publications extrapolates the operational level, characterizing an attribution to the term that is always associated with the applications, ramifications, and perspectives that the respective product, design, robot, or system could offer to the market or future research. Similarly, it was found that the results of many publications associate the term innovation with a return on investments or operational costs and emphasize the advantages of using the technology for commercial ends.
机电一体化作为一门科学,是机械工程、电子控制和软件设计在产品开发和制造过程中的协同结合。为了理解将机电一体化纳入创新产品的知识领域是如何发展的,因为它本身不是一门基础工程学科,而是知识领域的整合,这是一项文献计量学和定性研究,通过系统回顾和分析框架来建立变量,以资助所选理论机构的建设。抽样出版物的结果和结论表明,由于产品工程中的创新范围正在扩大,机电一体化在创新中发挥着主要作用之一。该研究对五种全球情景进行了分类:旨在开发产品的实用方法、研究工程课程和教育的研究、涉及机电一体化系统组件的研究、人工智能的使用以及设计机电一体化系统的方法。除了强调在很大一部分出版物中使用与机电一体化相关的术语“创新”可以推断操作水平外,还描述了该术语的归属,该术语始终与相应的产品、设计、机器人或系统可以为市场或未来研究提供的应用、影响和视角相关。同样,研究发现,许多出版物的结果将创新一词与投资回报或运营成本联系在一起,并强调将该技术用于商业目的的优势。
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引用次数: 1
Secure Voting Website Using Ethereum and Smart Contracts 使用以太坊和智能合约的安全投票网站
IF 3.8 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-10 DOI: 10.3390/asi6040070
Abhay Singh, Ankush Ganesh, R. Patil, S Kumar, Ruchi Rani, S. Pippal
Voting is a democratic process that allows individuals to choose their leaders and voice their opinions. However, the current situation with physical voting involves long queues, paper-based ballots, and security challenges. Blockchain-based voting models have appeared as a method to address the limitations of traditional voting methods. As blockchain is distributed and decentralized, which uses hash functions for securing transactions, it dramatically improves the existing voting system. These digital platforms eliminate the need for physical presence, reduce paperwork, and ensure the integrity of votes through transparent and tamper-proof blockchain technology. This paper introduces a blockchain-based voting model to enhance accessibility, security, and efficiency in the voting process. The research focuses on developing a robust and user-friendly voting system by leveraging the advantages of decentralized technology. The proposed model employs Ethereum as the underlying blockchain platform through an innovative and iterative approach. The model uses Smart contracts to record and validate votes, while AI-based facial recognition technology is integrated to verify the identity of voters. Rigorous testing and analysis are conducted to validate the effectiveness and reliability of the proposed blockchain-based voting model. The system underwent extensive simulation scenarios and stress tests to evaluate its performance, security, and usability.
投票是一个民主的过程,允许个人选择他们的领导人并表达他们的意见。然而,目前的实际投票情况涉及排长队、纸质选票和安全挑战。基于区块链的投票模型作为一种解决传统投票方法局限性的方法而出现。由于区块链是分布式和去中心化的,它使用哈希函数来保护交易,因此它极大地改进了现有的投票系统。这些数字平台消除了实际存在的需要,减少了文书工作,并通过透明和防篡改的区块链技术确保了投票的完整性。本文介绍了一种基于区块链的投票模型,以提高投票过程的可访问性、安全性和效率。本研究的重点是利用去中心化技术的优势,开发一个强大的、用户友好的投票系统。提出的模型通过创新和迭代的方法将以太坊作为底层区块链平台。该模型使用智能合约来记录和验证投票,同时集成了基于人工智能的面部识别技术来验证选民的身份。进行了严格的测试和分析,以验证所提出的基于区块链的投票模型的有效性和可靠性。该系统进行了广泛的模拟场景和压力测试,以评估其性能、安全性和可用性。
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引用次数: 1
Dynamic Investigation of a Solar-Driven Brayton Cycle with Supercritical CO2 超临界CO2太阳驱动Brayton循环动力学研究
IF 3.8 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-08-10 DOI: 10.3390/asi6040071
Christos Sammoutos, Angeliki Kitsopoulou, Panagiotis Lykas, Evangelos Bellos, C. Tzivanidis
The exploitation of solar irradiation is a critical weapon for facing the energy crisis and critical environmental problems. One of the most emerging solar technologies is the use of solar towers (or central receiver systems) coupled with high-performance thermodynamic cycles. In this direction, the present investigation examines a solar tower coupled to a closed-loop Brayton cycle which operates with supercritical CO2 (sCO2) as the working medium. The system also includes a storage system with two molten salt tanks for enabling proper thermal storage. The sCO2 is an efficient fluid that presents significant advancements, mainly reduced compression work when it is compressed close to the critical point region. The novelty of the present work is based on the detailed dynamic investigation of the studied configuration for the year period using adjustable time step and its sizing for achieving a continuous operation, something that makes possible the establishment of this renewable technology as a reliable one. The analysis is conducted with a developed model in the Modelica programming language by also using the Dymola solver. According to the simulation results, the yearly solar thermal efficiency is 50.7%, the yearly thermodynamic cycle efficiency is 42.9% and the yearly total system efficiency is 18.0%.
利用太阳能是应对能源危机和严重环境问题的关键武器。最新兴的太阳能技术之一是使用与高性能热力学循环相结合的太阳能塔(或中央接收器系统)。在这个方向上,本研究考察了一个与闭环布雷顿循环相连的太阳能塔,该循环以超临界CO2(sCO2)为工作介质运行。该系统还包括具有两个熔融盐罐的存储系统,用于实现适当的热存储。sCO2是一种高效的流体,具有显著的进步,主要是在接近临界点区域压缩时减少了压缩功。本工作的新颖性是基于对所研究的配置在一年内的详细动态调查,使用可调节的时间步长及其大小来实现连续运行,这使得这种可再生技术成为可能。通过使用Dymola求解器,使用Modelica编程语言开发的模型进行分析。根据模拟结果,年太阳能热效率为50.7%,年热力循环效率为42.9%,年系统总效率为18.0%。
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引用次数: 0
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Applied System Innovation
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