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Effect of sintering temperature on the fabrication of porous titanium by spark plasma sintering for environmental applications 烧结温度对环境用火花等离子烧结制备多孔钛的影响
Pub Date : 2025-11-01 DOI: 10.1088/1755-1315/1565/1/012013
Hao Van Pham, Tam Thanh Thi Dam, Trang Thuy Thi Nguyen, Viet Huy Nguyen, Thang Duc Nguyen, Vuong Hung Pham, Khanh Quoc Dang
Abstract Porous Titanium (Ti) is a leading material applied in the maritime sector due to its durability, high stability, and resistance to seawater corrosion. In this study, highly porous Ti was fabricated using the spark plasma sintering (SPS) process with NaCl as a pore-forming agent. The effects of sintering temperature on the material’s properties were systematically investigated. All samples were sintered under a pressing pressure of 40 MPa for 10 minutes, with sintering temperatures varying from 575 ºC to 675 ºC and a heating rate of 100 ºC /min in a vacuum. The as-sintered samples were characterized for porosity, microstructure, phase composition, elemental distribution, and compressive strength. The results revealed that pore size and porosity gradually decreased as the sintering temperature increased. The sample, sintered at 40 MPa and 575 ºC, demonstrated a high porosity exceeding 60%. The pore size distribution was predominantly within the 50-150 µm range, and the material achieved a compressive strength of approximately 185 MPa. This combination of parameters, along with a uniform, interconnected pore network, provides high mechanical stability, resistance to strong vibrations, and exceptional corrosion resistance. These characteristics make the material a highly promising candidate for filtration applications within Ballast Water Management Systems (BWMS). The structure’s ability to withstand high pressure and minimize deformation enhances its efficacy, allowing it to efficiently filter out microorganisms larger than 150 µm, thereby improving the overall performance of ballast water treatment.
多孔钛(Ti)因其耐久性、高稳定性和耐海水腐蚀而成为海事领域应用的主要材料。本研究以NaCl为成孔剂,采用火花等离子烧结(SPS)法制备了高孔钛。系统地研究了烧结温度对材料性能的影响。在真空条件下,烧结温度为575℃~ 675℃,升温速率为100℃/min,压力为40 MPa,烧结时间为10 min。对烧结试样的孔隙率、微观结构、相组成、元素分布和抗压强度进行了表征。结果表明,随着烧结温度的升高,孔隙率和孔径逐渐减小。试样在40mpa和575℃条件下烧结,孔隙率超过60%。孔径分布主要在50 ~ 150µm范围内,材料抗压强度约为185 MPa。这些参数的组合,以及均匀的、相互连接的孔隙网络,提供了高的机械稳定性、抗强烈振动和卓越的耐腐蚀性。这些特性使该材料成为压载水管理系统(BWMS)中过滤应用的非常有前途的候选者。该结构能够承受高压并最大限度地减少变形,从而提高了其效率,使其能够有效过滤出大于150µm的微生物,从而提高压载水处理的整体性能。
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引用次数: 0
A new Technique for Detecting Dust Storms in Cloudy Weather Over Iraq, A case Study 一种探测伊拉克多云天气沙尘暴的新技术——以伊拉克为例
Pub Date : 2025-08-01 DOI: 10.1088/1755-1315/1531/1/012019
Mohammed M. Jassim, Thaer O. Roomi, Yaseen K. Al-Timimi
Abstract There is still ambiguity in distinguishing dust storms from clouds in cloudy weather satellite images. This research addresses this challenge by developing and applying a new technique for detecting dust storms in cloudy weather over Iraq using the unique capabilities of the Moderate Resolution Imaging Spectroradiometer (MODIS) satellite imagery. Specifically, this study will focus on the thermal infrared bands of MODIS, particularly bands 29 (8.55 μm), 31 (11.03 μm), and 32 (12.02 μm) to detect dust events and isolate them from clouds. These bands are crucial because dust particles interact with thermal radiation differently than cloud particles and the Earth’s surface. By analyzing the brightness temperature difference (BTD) between these specific thermal infrared bands, it is possible to identify the distinct spectral signature of dust even when clouds obscure visible channels. Four specific dust events have been selected over Iraq on May 4th and 5th, 2025, to test this approach. For each day, we utilized daytime imagery from the Terra satellite and nighttime imagery from the Aqua satellite. We then processed the raw MODIS data from bands 29, 31, and 32 to generate RGB dust storm composite images. These RGB dust storm composites perfectly matched the forecasts and observations provided by well-established dust storm forecasting websites, strongly validating the effectiveness of our technique, and gave good results in isolating dust storms even in clouds presence, which was the primary goal of this research.
在多云天气卫星图像中,沙尘暴与云的区分仍然存在歧义。本研究通过开发和应用一种新技术,利用中分辨率成像光谱仪(MODIS)卫星图像的独特功能,在伊拉克多云天气中探测沙尘暴,解决了这一挑战。具体而言,本研究将重点关注MODIS的热红外波段,特别是29 (8.55 μm), 31 (11.03 μm)和32 (12.02 μm)波段,以检测尘埃事件并将其与云层隔离。这些波段是至关重要的,因为尘埃颗粒与热辐射的相互作用不同于云颗粒和地球表面。通过分析这些特定热红外波段之间的亮度温差(BTD),即使在云层遮蔽可见通道时,也可以识别出尘埃的独特光谱特征。研究人员选择了2025年5月4日和5日在伊拉克发生的四次沙尘事件来测试这种方法。每天,我们使用Terra卫星的日间图像和Aqua卫星的夜间图像。然后,我们对来自29、31和32波段的原始MODIS数据进行处理,生成RGB沙尘暴合成图像。这些RGB沙尘暴合成物与成熟的沙尘暴预报网站提供的预报和观测结果完美匹配,有力地验证了我们技术的有效性,并且在有云的情况下也取得了良好的沙尘暴隔离结果,这是本研究的主要目标。
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引用次数: 0
Development of economic circular model to strengthen sustainable tourism village branding in Wringinanom Village, Malang 发展经济循环模式强化可持续旅游村品牌建设
Pub Date : 2025-04-01 DOI: 10.1088/1755-1315/1489/1/012011
Aurelia Bianca Hanjaya, Gabriella Sagita Putri
Abstract The Sustainable Development Goals are a set of systems that must be executed and fulfilled in respected industries before 2030. Parallel with the goals, the circular economy has been an increasingly common conversation around sectors, specifically tourism. However, the United Nations’ vision is far easier said than done, notably in rural settings in Southeast Asia. This paper aims to use case-based alternatives to the circular economy in the form of sustainable tourism implementation in an Indonesian setting, taking the site of Wringinanom village in Malang, East Java. The set of practices covers multiple levels of branding approaches tied to tourist villages using a sequential exploratory strategy, discovering qualitative data, and escalating quantitative data based on the clarifications of the first. The paper argues that while branding enriched by sustainable tourism can be beneficial, it’s also complex and encapsulates several different challenges along the way. For paper employs a bibliometric analysis of ‘sustainable tourism’ concept as systematic literature review. Primary data gathered through surveys and experiments that assessed the relationship between variables of smart village behavioral intention and factors in branding. Data collection was carried out in the form of focus group discussions (FGD) with the target stakeholders of Wringinanom locals, such as Sub-District Head, Village Head, Village Secretary, Chairman or Administrator of the Karang Taruna Organization, Administrator or Manager of BUMDesmas (Village-Owned Enterprise), and Members of the Pokdarwis Community (Tourism Awareness Group). This leads to a proposed integrated branding strategy that finds how Wringinanom village poses the suitable characteristics to be a smart tourism village with the inhabitation of information and communication technology. For futher studies, it is highly recommended to customize strategies for crafting a circular economy model that accentuate the use of technology and its potential environmental benefits.
可持续发展目标是在2030年之前在受尊重的行业中必须执行和实现的一套制度。与这些目标并行的是,循环经济在各个行业,特别是旅游业,已经成为越来越普遍的话题。然而,联合国的愿景说起来容易做起来难,尤其是在东南亚的农村地区。本文以东爪哇玛琅的Wringinanom村为例,以可持续旅游实施的形式,在印度尼西亚的环境中使用基于案例的循环经济替代方案。这套实践涵盖了与旅游村相关的多层次品牌方法,使用顺序探索策略,发现定性数据,并在澄清第一个数据的基础上升级定量数据。该报告认为,虽然可持续旅游丰富的品牌可能是有益的,但它也很复杂,并在此过程中包含了几个不同的挑战。本文采用文献计量学方法对“可持续旅游”概念进行系统的文献综述。通过调查和实验收集的原始数据,评估智慧村行为意愿变量与品牌因素之间的关系。数据收集以焦点小组讨论(FGD)的形式进行,参与者包括Wringinanom当地人的目标利益相关者,如街道负责人、村长、村秘书、Karang Taruna组织的主席或管理员、BUMDesmas(村级企业)的管理员或经理,以及Pokdarwis社区(旅游意识小组)的成员。这导致了一个整合的品牌策略,找出Wringinanom村如何在信息和通信技术的居住下,成为一个智慧旅游村的合适特征。对于进一步的研究,强烈建议制定战略,以制定循环经济模式,强调技术的使用及其潜在的环境效益。
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引用次数: 1
Immunohistochemical Investigation of Prostaglandin E2 During the Healing of Experimentally Gastric Ulceration in Rats 前列腺素E2在大鼠实验性胃溃疡愈合过程中的免疫组化研究
Pub Date : 2025-02-01 DOI: 10.1088/1755-1315/1449/1/012009
Jenan M. Al-Kawaz, Fakir magtoof Al-zubaidy, Hana Alharbi
Abstract The current study attempt to identify the healing activities of esomeprazole, curcumin, chitosan as well as mixture from curcumin and chitosan on gastric ulceration induced by ethanol in female rats. this study included 30 rats, their average weight ranged between (195.600-198.600 gm) separated into 2 control groups and 4 treated groups each group contained 5 rats. all groups treated for 5 days after last dose from ethanol. After the experiment has been over, the body was weighed before and after the end of the experiment. The therapeutic effects of esomeprazole, chitosan, curcumin and mixture were identified by comparing the volume and pH of gastric juice, ulcer index as well as curative index. The results of the current study showed that percentage change in body weight means decreased significantly in treated group with curcumin compared to the positive control group. While in the case of the esomeprazole, chitosan and mixture there was no significant change compared with the positive control group. In addition, the results indicated a significant decreased in the ulcer index values and volume of gastric juice in esomeprazole, curcumin, chitosan and mixture in comparison with the positive control group. By comparing the immunohistochemical investigation of the PGE2 expressions in gastric tissue, the development of gastric ulcers was analyzed.
摘要本研究旨在探讨艾索美拉唑、姜黄素、壳聚糖及姜黄素壳聚糖混合物对乙醇诱导的雌性大鼠胃溃疡的愈合作用。实验选用30只平均体重为(195.600 ~ 198.600 gm)的大鼠,随机分为2个对照组和4个治疗组,每组5只。各组均在末次给药后给药5 d。实验结束后,在实验结束前后对实验体进行称重。通过比较胃液体积、pH值、溃疡指数和治愈指数,确定埃索美拉唑、壳聚糖、姜黄素及其合剂的治疗效果。目前的研究结果表明,姜黄素治疗组与阳性对照组相比,体重变化百分比显著下降。而在埃索美拉唑、壳聚糖和混合物的情况下,与阳性对照组相比,无显著变化。此外,与阳性对照组相比,埃索美拉唑、姜黄素、壳聚糖和混合物的溃疡指数值和胃液体积均显著降低。通过比较胃组织中PGE2表达的免疫组化研究,分析胃溃疡的发生发展。
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引用次数: 0
Assessing vertical chlorophyll-a distribution in Lake Batur: A spectrophotometric calibration of CTD data logger measurements 评估巴图尔湖的垂直叶绿素- A分布:CTD数据记录仪测量的分光光度校准
Pub Date : 2024-12-01 DOI: 10.1088/1755-1315/1436/1/012010
Aldiano Rahmadya, Ni Luh Kartini, Fajar Setiawan, H A Rustini, Astried Sunaryani, Arianto Budi Santoso, Sulung Nomosatryo
Abstract One important ecological parameter in lake management is chlorophyll a. However, precise quantification of Chlorophyll-a (Chl-a) concentrations is crucial for ecological research and assessing water quality. Chlorophyll-a data measured using CTD still require calibration and cannot be directly utilized. This study presents a robust calibration method for Chl-a measurements obtained from CTD data loggers, enhancing data reliability. The observation was performed by conducting a series of calculations to determine the relationship between two chlorophyll-a concentrations measured from the spectrophotometric and fluorometric methods in Lake Batur. The result showed that the linear regression analysis revealed a strong positive relationship between Chl-a concentrations from both methods (R 2 =0.828). This relationship facilitated the correction of Chl-a measurements from the fluorometric method. Fluorometric measurements depict a gradual increase in chlorophyll-a concentration from the surface to the Secchi depth, followed by a decline to near-zero levels below 20 meters in Lake Batur. Examining the vertical distribution of Chl-a challenged conventional understanding, as Chl-a concentrations remained high below the euphotic depth. This anomaly may result due to this method still measuring Chl-a in dead phytoplankton, prompting further investigation. Moreover, calibrated Chl-a measurements were employed to assess Lake Batur’s trophic state, classifying it as meso-eutrophic to eutrophic based on Chl-a concentrations. This research contributes to enhancing data accuracy and promoting scientific understanding of aquatic environments, bridging the gap between data acquisition and ecological interpretation. These findings provide a foundation for policymaking in comprehensive lake management.
叶绿素a是湖泊生态管理的重要参数之一,而叶绿素a浓度的精确定量对湖泊生态研究和水质评价至关重要。利用CTD测量的叶绿素-a数据仍然需要校准,不能直接利用。本文提出了一种对CTD数据记录仪获得的Chl-a测量值进行鲁棒校正的方法,提高了数据的可靠性。通过进行一系列计算来确定巴图尔湖分光光度法和荧光法测量的两种叶绿素-a浓度之间的关系,进行了观察。线性回归分析结果表明,两种方法测定的Chl-a浓度呈正相关(r2 =0.828)。这种关系有助于校正荧光法测定的Chl-a。荧光测量显示,从地表到塞奇深度,叶绿素-a浓度逐渐增加,随后在巴图尔湖20米以下下降到接近零的水平。检查Chl-a的垂直分布挑战了传统的认识,因为Chl-a浓度在光深以下仍然很高。这种异常可能是由于该方法仍在测量死亡浮游植物中的Chl-a,有待进一步研究。此外,校正后的Chl-a测量值用于评估巴图尔湖的营养状态,根据Chl-a浓度将其分为中富营养化到富营养化。该研究有助于提高数据准确性,促进对水生环境的科学认识,弥合数据采集与生态解释之间的差距。研究结果为湖泊综合管理的决策提供了依据。
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引用次数: 0
Analysis of Heavy Metal Content of Mn, Cu, Fe, Zn, Pb in Agricultural Irrigation Water and Soil After Tin Mining 锡矿开采后农业灌溉土壤中Mn、Cu、Fe、Zn、Pb重金属含量分析
Pub Date : 2024-12-01 DOI: 10.1088/1755-1315/1419/1/012004
T H Budianto, Syafrudin Syafrudin, Agus Hartoko
Abstract The content of heavy metals Mn, Cu, Fe, Zn, and Pb in agricultural irrigation water and precast tin mining soil revealed that heavy metal concentration levels had exceeded the safe limit according to health standards. The concentration of these heavy metal coils affects plant growth and the quality of agricultural products. Analysis methods used include atomic absorption spectrophotometer and flame emission spectrometry. Data collection from various literature sources that discussed the content of heavy metals in the former tin mine area. The study revealed Mn, Cu, Fe, and Zn in water and agricultural rice field soil according to the quality standard, and the Pb level in irrigated water and soil was quite high, more than 0.1 mg/L, exceeding the limit set by the quality standard. High heavy metal concentrations in post-tin mining areas can endanger human health and the environment. Comprehensive recovery efforts are needed to reduce the content of heavy metals in post-tin mining farmland so that water and soil quality can be improved.
摘要农业灌溉水和预制锡矿土壤中重金属Mn、Cu、Fe、Zn、Pb含量超标。这些重金属线圈的浓度影响植物生长和农产品质量。分析方法包括原子吸收分光光度计和火焰发射光谱法。从各种文献资料中收集资料,讨论了前锡矿区的重金属含量。研究发现,水和农业稻田土壤中Mn、Cu、Fe和Zn符合质量标准,灌溉水和土壤中的Pb含量较高,超过0.1 mg/L,超出了质量标准的限值。锡矿后矿区重金属浓度高,危害人体健康和环境。需要采取综合恢复措施,降低锡矿开采后农田重金属含量,从而改善水土质量。
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引用次数: 1
Green stock investment preferences among adult investors in east Malaysia 马来西亚东部成年投资者的绿色股票投资偏好
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012086
H. C. Eaw, I. Y. Loebiantoro, K. P. Jap, E. S. A. Shakur, A. Voon
In light of increasing concerns about environmental issues and a heightened focus on green stocks prompted by global warming and the COVID-19 pandemic, this research study aims to analyse the determinants influencing the investment intentions of working adults in Sarawak, Malaysia, regarding green stocks. This study emphasises comprehending how factors such as attitudes, social influences, affect, and perceived customer effectiveness impact the investment intentions of working adults in green stocks. This research adopts a quantitative methodology, employing hypothesis testing to analyse data obtained from 150 respondents in East Malaysia, who were selected using a convenience sampling technique and responded through a Google Form. Data analysis was conducted using SPSS version 27, with a comprehensive assessment of variable validity and reliability through various tests. Six hypotheses were formulated to establish a significant correlation between the dependent variable intention to invest in green stocks and the independent variables’ social factors, attitude, affect, perceived customer effectiveness, and financial literacy. Four independent variables significantly influence the dependent variable when investing in green stocks. Further, perceived customer effectiveness directly impacts investors’ intentions. Thus, financial literacy indirectly influences the intention to invest in green stocks through its mediation with attitude. The findings result in practical implications related to the determinants of green stock investment intention among working-age adults in Sarawak. To begin with, this study contributes to the body of knowledge concerning green investments by investigating the factors influencing the Sarawak residents’ intention to invest in green stocks, utilising the theory of interpersonal behaviour. Previous research has predominantly relied on the theory of reasoned action and the “theory of planned behaviour” to elucidate the factors impacting green investment intention. Therefore, this study’s adoption of the theory of interpersonal behaviour offers a special perspective and potential reference for future researchers. The knowledge gained from this study is pertinent to a broad spectrum of stakeholders, encompassing policymakers, government, professionals, and educators. It offers valuable insights that can shape decision-making and the development of strategic initiatives within green investments.
鉴于人们对环境问题的日益关注,以及全球变暖和 COVID-19 大流行所引发的对绿色股票的高度关注,本研究旨在分析影响马来西亚沙捞越州在职成年人对绿色股票投资意向的决定因素。本研究强调理解诸如态度、社会影响、情感和感知到的客户有效性等因素如何影响在职成年人对绿色股票的投资意向。本研究采用定量方法,通过假设检验来分析从马来西亚东部 150 名受访者那里获得的数据,这些受访者是通过方便抽样技术选出的,并通过谷歌表格进行了回复。数据分析采用 SPSS 27 版本,并通过各种测试对变量的有效性和可靠性进行了全面评估。研究提出了六个假设,以确定因变量绿色股票投资意向与自变量社会因素、态度、情感、感知客户有效性和金融知识之间的显著相关性。在投资绿色股票时,四个自变量会对因变量产生重大影响。此外,感知到的客户有效性直接影响投资者的投资意向。因此,金融知识通过与态度的中介作用间接影响了投资绿色股票的意向。研究结果对砂拉越适龄成年人投资绿色股票意向的决定因素产生了实际影响。首先,本研究利用人际行为理论调查了影响砂拉越居民绿色股票投资意向的因素,为有关绿色投资的知识体系做出了贡献。以往的研究主要依靠 "理性行动理论 "和 "计划行为理论 "来阐明影响绿色投资意向的因素。因此,本研究采用的人际行为理论为未来的研究人员提供了一个特殊的视角和潜在的参考。本研究获得的知识与政策制定者、政府、专业人士和教育工作者等广泛的利益相关者息息相关。它提供了宝贵的见解,可以影响绿色投资方面的决策和战略举措的制定。
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引用次数: 0
Evaluating Lean Combustion Cycle Stability and Emissions in Spark Ignition Engines with Gasoline, Ethanol, and Methanol Blends 评估使用汽油、乙醇和甲醇混合物的火花点火发动机的稀薄燃烧循环稳定性和排放情况
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012042
A. A. Agama, B. Sugiarto, Mokhtar, A. Kurniawan, A. S. Auzani, M. A. Wisnugraha, Z. B. Rahatwan, D. Prasetyo
Fuels for vehicles account for a large portion of the world’s total energy demand, which in turn leads to increased carbon emissions. Ethanol and methanol are a fuel with a simple carbon chain and OH- bonds. It has similar properties to gasoline, and ethanol can be made from the fermentation of plant carbohydrates, called bioethanol. The advantage of using bioethanol is that it contributes to carbon neutrality. This paper will investigate the use of three manually blended gasoline ethanol and methanol (GEM) fuels in a spark ignition engine to address cycle-to-cycle variation (CCV), knock potential, and emissions with lean blend conditions. In the experiments conducted, the air-fuel ratio was conditioned lean by utilizing an electronic control unit to adjust the injector spray duration. This experiment provides results that there is a potential for mild knocking on the use of alcohol fuel with lean fuel mixture conditions at engine speed 4000 RPM, while at engine speed 6000 RPM and 8000 RPM the use of GEM tends to be stable, but in the CCV results the increase in COV (coefficient of variation) value using GEM fuel tends to be more sloping, especially with the addition of more methanol. Emission results from the use of GEM produce top emission CO2 value obtained by the E5M15 mixture at λ=1.2 and an engine speed of 8000 RPM, with a value of 13.75% and then peak CO2 emissions at a value of λ = 1.2 whereas in the use of pure gasoline peak CO2 is at a value of λ = 1.1.
汽车燃料占世界能源需求总量的很大一部分,这反过来又导致了碳排放量的增加。乙醇和甲醇是一种具有简单碳链和 OH 键的燃料。它的性质与汽油相似,乙醇可由植物碳水化合物发酵制成,称为生物乙醇。使用生物乙醇的好处是有助于实现碳中和。本文将研究在火花点火发动机中使用三种手动混合的汽油乙醇和甲醇(GEM)燃料,以解决贫混合条件下的循环周期变化(CCV)、爆震可能性和排放问题。在实验中,通过使用电子控制装置调节喷油器喷油时间来调节空燃比。实验结果表明,在发动机转速为 4000 转/分时,使用酒精燃料和贫油混合燃料可能会产生轻微的爆震,而在发动机转速为 6000 转/分和 8000 转/分时,使用 GEM 燃料则趋于稳定,但在 CCV 结果中,使用 GEM 燃料的 COV(变异系数)值的增加趋于倾斜,特别是在添加更多甲醇时。使用 GEM 的排放结果显示,在 λ=1.2 和发动机转速为 8000 转/分时,E5M15 混合燃料的二氧化碳排放值最高,达到 13.75%,然后在 λ=1.2 时达到二氧化碳排放峰值,而使用纯汽油时,二氧化碳排放峰值为 λ=1.1。
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引用次数: 0
Enhancing efficiency in closed agricultural greenhouses: A data-driven predictive model for energy consumption 提高封闭式农业温室的效率:数据驱动的能耗预测模型
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012084
Ikhlas Ghiat, T. Al-Ansari
Predicting energy consumption in agricultural greenhouses is essential to effectively allocate resources, enhance plant growth, and minimize energy inefficiencies. Various factors affect the energy consumption inside the greenhouse including external climate conditions and internal microclimate. Proper understanding of these factors is crucial for maintaining an ideal growing environment and optimizing energy efficiency. This drives the need to investigate the interaction between these factors and greenhouse energy consumption, encompassing the energy needed for cooling and the supply of water and nutrients. This work aims at developing a dynamic model that predicts the total energy consumption of a closed agricultural greenhouse to improve microclimate control and energy efficiency. The study is conducted within a closed-loop agricultural greenhouse with no natural ventilation. Inside, the air is cooled and continuously circulated without being exchanged with ambient air through a heating, ventilation, and air conditioning (HVAC) system. The data-driven model encompasses external climate parameters such solar radiation, ambient temperature, and relative humidity; along with microclimate parameters such as internal temperature, humidity, and CO2 concentration to predict overall energy consumption. The study examines two machine learning models, deep neural networks (DNN) and extreme gradient boosting (XGBoost), for forecasting energy consumption, and assesses their performance using the coefficient of determination (R2), the root mean square error (RMSE), and the mean absolute error (MAE). Results reveal that the DNN model surpasses the XGBoost model, exhibiting a superior predictive performance with an R2 of 80.9%, RMSE of 171.1 kWh and MAE of 130.3 kWh. This study demonstrates its practicality in assisting with energy consumption analyses and identifying inefficient energy usage patterns within closed agricultural greenhouses.
预测农业温室的能耗对于有效分配资源、促进植物生长以及最大限度地降低能源效率至关重要。影响温室能耗的因素有很多,包括外部气候条件和内部小气候。正确理解这些因素对于保持理想的生长环境和优化能源效率至关重要。因此,有必要研究这些因素与温室能耗之间的相互作用,包括降温所需的能量以及水和养分的供应。这项工作旨在开发一个动态模型,预测封闭式农业温室的总能耗,以改善微气候控制和提高能效。研究在一个没有自然通风的封闭式农业温室内进行。在温室内部,空气通过加热、通风和空调(HVAC)系统进行冷却和持续循环,而不与环境空气交换。数据驱动模型包括外部气候参数,如太阳辐射、环境温度和相对湿度;以及微气候参数,如内部温度、湿度和二氧化碳浓度,以预测总体能耗。研究考察了两种预测能源消耗的机器学习模型:深度神经网络(DNN)和极端梯度提升(XGBoost),并使用决定系数(R2)、均方根误差(RMSE)和平均绝对误差(MAE)评估了它们的性能。结果显示,DNN 模型超过了 XGBoost 模型,表现出更优越的预测性能,R2 为 80.9%,RMSE 为 171.1 千瓦时,MAE 为 130.3 千瓦时。这项研究证明了 DNN 在协助能耗分析和识别封闭式农业温室内低效能源使用模式方面的实用性。
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引用次数: 0
Analysing type of plants for reducing noise pollution in climate change adaptation 分析在适应气候变化过程中减少噪音污染的植物类型
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012056
W. Hashim, S. M. Jamaludin, R. M. A. R. Mohamed, S. S. Gunasekaran, R. Thabit, H. Gohel
The noisier a region or city is, the faster the rate of global warming. Noise is not a substance. However, most sources of carbon dioxide and other greenhouse gases are also sources of noise; for example, busy highways in cities can occasionally see as many as 100 cars per hour. Planting trees to mitigate noise pollution has been identified as one of the most sustainable methods to employ, since plants may function as a buffer and absorb sounds. Several plant species were chosen to assess noise absorption based on parameters such as leaf thickness, breadth, surface area, and length. The initial goal of this study is to estimate the noise absorption on the selected flora native to the Malaysian environment, where the noise was measured using an in-house developed impedance tube to discover the effective acoustic characteristics of leaves. The investigation was then carried on by assessing the data on the correlation coefficient parameter in order to determine the link between noise absorption and leaf features. Because of the freshness and perishability of the materials, measurements were repeated twice. Only 100% and 50% vegetation quantity size were measured for 10 sample species during the initial data collection. According to the findings, half of the leaves’ features were connected with noise absorption. This might be owing to the freshness state, which cannot be maintained for an extended period of time. To acquire a better value, the experiment was repeated within the permissible freshness time. The findings are as predicted, with the maximum noise absorption and features correlation at 100% plant density including twigs. When the vegetation amount is lowered to 50%, this will progressively diminish. The notion is confirmed by the fact that a tube packed with thicker samples absorbs more noise. The correlation study identifies that each leaf has its unique capacity for noise absorption dependent on its properties and freshness level.
一个地区或城市越嘈杂,全球变暖的速度就越快。噪音不是一种物质。然而,大多数二氧化碳和其他温室气体的来源也是噪音的来源;例如,城市中繁忙的高速公路上偶尔会出现每小时多达 100 辆汽车的情况。种植树木来减轻噪音污染被认为是最可持续的方法之一,因为植物可以起到缓冲和吸收声音的作用。我们选择了几种植物,根据叶片厚度、宽度、表面积和长度等参数来评估噪音吸收能力。这项研究的最初目标是估算所选的马来西亚本土植物的噪音吸收能力,使用内部开发的阻抗管测量噪音,以发现叶子的有效声学特性。然后,通过评估相关系数参数数据进行调查,以确定噪音吸收与叶片特征之间的联系。由于材料的新鲜度和易腐性,测量重复了两次。在最初的数据收集过程中,只对 10 个样本物种的 100%和 50%植被数量大小进行了测量。结果显示,一半的叶片特征与噪声吸收有关。这可能是由于新鲜状态无法长时间保持。为了获得更好的数值,在允许的保鲜时间内重复了实验。实验结果与预测一致,当植物密度为 100%(包括树枝)时,噪声吸收和特征相关性最大。当植被数量降低到 50% 时,噪音吸收和特征相关性将逐渐减弱。装有较厚样本的试管能吸收更多噪声的事实也证实了这一观点。相关性研究表明,每片叶子都有其独特的噪音吸收能力,这取决于其特性和新鲜程度。
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引用次数: 0
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IOP Conference Series: Earth and Environmental Science
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