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A Robotic Arm Visual Grasp Detection Algorithm Combining 2D Images and 3D Point Clouds 结合二维图像和三维点云的机械臂视觉抓握检测算法
Pub Date : 2024-02-05 DOI: 10.4028/p-vndon1
Nan Mu Hui, Xiao Hui Wu, Xiao Wei Han, Bao Ju Wu
Robot grasping detection methods are categorized into two-dimension (2D) and three-dimension (3D) approaches. In 2D grasp detection, gripper pose prediction occurs directly on RedGreenBlue (RGB) images, limiting grasp direction. Conversely, 3D grasp detection predicts gripper pose using 3D point clouds, allowing greater grasp flexibility. However, the data volume of 3D point clouds hampers real-time detection. To address this, this paper proposes a novel grasping detection algorithm that combines 2D images and 3D point clouds. Initially, a Single Shot MultiBox Detector (SSD) network generates 2D prediction boxes on RGB images. Through enhancements to the prior box scaling, the accuracy of bounding the target object is improved. Subsequently, 2D boxes are transformed into 3D frustums, and extraneous data points are removed. By utilizing Random Sampling Consistent Segmentation (RANSAC) and Euclidean Clustering Segmentation Algorithm (ECSA), the target point clouds are isolated, and subsequently, the spatial pose of the target is represented using an Oriented Bounding Box (OBB). Processed point clouds enter an enhanced PointNet Grasp Pose Detection (PointNetGPD) algorithm, In contrast to the original approach involving extensive random sampling of grasp candidates, the enhanced PointNetGPD method enables the selective sampling of grasp candidates by incorporating pose constraints between the target and gripper. Following this, the generated grasp candidates are subjected to evaluation through a scoring process conducted by an assessment network. Ultimately, the robotic arm is guided to perform the grasp associated with the highest score. In the experimental phase, the proposed algorithm demonstrated a high success rate in capturing multiple targets, along with a reduced grasping time. These results underscore the algorithm's superior grasping quality and enhanced real-time performance when compared to similar algorithms.
机器人抓取检测方法分为二维(2D)和三维(3D)方法。在二维抓取检测中,抓取姿势预测直接在红绿蓝(RGB)图像上进行,限制了抓取方向。与此相反,三维抓取检测使用三维点云预测抓取姿势,使抓取更加灵活。然而,三维点云的数据量阻碍了实时检测。为此,本文提出了一种结合二维图像和三维点云的新型抓取检测算法。起初,单发多方框检测器(SSD)网络会在 RGB 图像上生成 2D 预测方框。通过增强事先的方框缩放,提高了目标物体边界的准确性。随后,二维方框被转换为三维轮廓,无关数据点被移除。通过使用随机取样一致性分割(RANSAC)和欧氏聚类分割算法(ECSA),目标点云被分离出来,随后使用定向边界框(OBB)来表示目标的空间姿态。处理后的点云进入增强型点网抓取姿态检测(PointNetGPD)算法,与原始方法中对抓取候选对象进行大量随机抽样不同,增强型点网抓取姿态检测方法通过在目标和抓手之间加入姿态约束,对抓取候选对象进行选择性抽样。随后,通过评估网络的评分过程对生成的抓取候选对象进行评估。最终,引导机械臂执行得分最高的抓取动作。在实验阶段,所提出的算法在抓取多个目标方面表现出了很高的成功率,同时还缩短了抓取时间。这些结果表明,与同类算法相比,该算法具有更高的抓取质量和更强的实时性能。
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引用次数: 0
Multi-Objective Parametric Optimization of Micro-Electro Discharge Machining of Hastelloy C276 Super Alloy Using Response Surface Methodology and Particle Swarm Optimization 利用响应面法和粒子群优化对哈氏合金 C276 超级合金的微放电加工进行多目标参数优化
Pub Date : 2024-02-05 DOI: 10.4028/p-a7elpi
M. Parthiban, M. Harinath, V.S.S. Krishaanth, B. Logesh, Ahamed N.J. Musthak
The need for the application of superalloys in aerospace industries in recent years has increased owing to its benefits such as extensive load-bearing capability under high temperatures. Hastelloy is one such superalloy that is extensively utilized in the aerospace sector because of its good corrosion and heat resistance among the other nickel-based superalloys. In this work, the investigation is conducted to understand the effects of input process parameters such as voltage, pulse off time (Toff), and pulse on time (Ton) on the response variables, namely Material removal rate (MRR), Tool wear rate (TWR), Overcut (OC), and Taper Ratio (TR) during micro-EDM of Hastelloy C276. For micro drilling the Hastelloy C276 material, a copper electrode with a diameter of 0.5 mm is utilized. To investigate the connections between the input and output characteristics, a technique known as the Response Surface Methodology (RSM), which is a collection of mathematical and statistical methodologies, is applied. The experimental runs are carried out with the help of the RSM-based Box-Behnken design (BBD). The experimental outcomes were computed, and ANOVA was used to identify the most influential variables. In addition, particle swarm optimization (PSO) was utilized to optimize the results, which were compared to the Response surface methodology approach. The outcomes of the PSO-optimized results revealed a strong correlation between expected and experimental outcomes over the RSM approach.
近年来,由于超级合金在高温下具有广泛的承载能力等优点,航空航天工业对超级合金的应用需求不断增加。哈氏合金就是这样一种超级合金,由于在其他镍基超级合金中具有良好的耐腐蚀性和耐热性,因此被广泛应用于航空航天领域。本研究旨在了解哈氏合金 C276 的微电火花加工过程中,电压、脉冲关闭时间(Toff)和脉冲开启时间(Ton)等输入工艺参数对材料去除率(MRR)、刀具磨损率(TWR)、过切削率(OC)和锥度比(TR)等响应变量的影响。在对哈氏合金 C276 材料进行微钻孔时,使用了直径为 0.5 毫米的铜电极。为了研究输入和输出特性之间的联系,应用了一种称为响应面方法(RSM)的技术,这是一种数学和统计方法的集合。实验运行是在基于 RSM 的箱-贝肯设计(BBD)的帮助下进行的。对实验结果进行计算,并使用方差分析来确定影响最大的变量。此外,还利用粒子群优化(PSO)来优化结果,并与响应面方法进行比较。PSO 优化结果显示,预期结果与实验结果之间的相关性强于 RSM 方法。
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引用次数: 0
Preparation and Characterization of Calcium Hydroxide from Cockle Shell Waste via Sol-Gel Method: Effect of HCl Concentration 用溶胶-凝胶法从鸡冠壳废料中制备氢氧化钙并确定其特性:盐酸浓度的影响
Pub Date : 2024-02-05 DOI: 10.4028/p-e23p8p
Zainatul Sakinah Ramli, N. Salleh, T. K. Abdullah, Suhaina Ismail, S. A. Zubir
Continuous cockle shell dumping in open areas has become a global problem which generate major environmental issues. The conversion of the wastes into value-added products is highly desirable and economic. This work aimed to investigate the influence of sol-gel processing parameter on the properties of the synthesized calcium hydroxide (Ca(OH)2). In this study, cockle shell waste was used as calcium carbonate (CaCO3) precursor in the preparation of Ca(OH)2 via sol-gel method and the processing parameter varied was hydrochloric acid (HCl) concentration (0.5, 1.0 and 2.0 M). The cockle shell based CaCO3 and the prepared Ca(OH)2 powders were characterized by X-ray diffraction (XRD), Fourier transform infra-Red (FTIR), field emission scanning electron microscopy with energy dispersive X-ray (FESEM-EDX), X-ray fluorescent (XRF) and particle size analyzer (PSA). The XRD analysis indicates that the calcium carbonate obtained from cockle shell was mainly in the form of aragonite polymorph. Upon sol-gel processing, the analysis of the sample shows the presence of portlandite and small traces of aragonite in all samples suggesting an incomplete reaction of the hydrolysis process. Ca(OH)2 powder prepared using 1M HCl yields the smallest particle size.
在空旷地区持续倾倒蚶壳已成为一个全球性问题,造成了严重的环境问题。将废弃物转化为高附加值产品是非常可取和经济的。本研究旨在探讨溶胶-凝胶工艺参数对合成氢氧化钙(Ca(OH)2)性能的影响。本研究使用毛蚶壳废料作为碳酸钙(CaCO3)前驱体,通过溶胶-凝胶法制备 Ca(OH)2,加工参数为盐酸(HCl)浓度(0.5、1.0 和 2.0 M)。通过 X 射线衍射 (XRD)、傅立叶变换红外 (FTIR)、场发射扫描电子显微镜与能量色散 X 射线 (FESEM-EDX)、X 射线荧光 (XRF) 和粒度分析仪 (PSA) 对基于蚶壳的 CaCO3 和制备的 Ca(OH)2 粉末进行了表征。XRD 分析表明,从毛蚶壳中获得的碳酸钙主要以文石多晶体形式存在。在进行溶胶-凝胶处理后,对样品的分析表明,所有样品中都存在波长石和少量文石,这表明水解过程的反应不完全。使用 1M HCl 制备的 Ca(OH)2 粉末的粒度最小。
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引用次数: 0
A Survey of Drones in Agriculture Sector 农业领域无人机调查
Pub Date : 2024-02-05 DOI: 10.4028/p-xcmkl4
J. Boopalamani, P. Ayswariya, S. P. Raj, P. Yagnitha, N. Sarrvesh, Abhishek Jha
With the increasing population, the demand for food products is increasing day by day. The agriculture sector is adapting to technological reforms of traditional processes to maintain a proper balance between the demand-supply relationship. The intervention of the technology is resulting in the enhanced productivity of the agricultural process, and at the same time, it is also helping in the workload management of the farmers. In the last two decades, unmanned aerial vehicles (UAVs) or drones have emerged as indispensable tools in modern agricultural processes. Drones and allied smart technologies are being used for a variety of applications in this sector. This work presents a comprehensive survey of drones in the agriculture sector. The latest trends in the usage of drones from agricultural viewpoints are discussed. The work emphasizes the drone’s architectures, sensor integration, and availability in the open market. Furthermore, the challenges associated with this technology are also outlined.
随着人口的增加,对食品的需求也与日俱增。农业部门正在对传统工艺进行技术改革,以保持供求关系的适当平衡。技术的介入提高了农业生产效率,同时也有助于农民的工作量管理。在过去二十年里,无人驾驶飞行器(UAV)或无人机已成为现代农业流程中不可或缺的工具。无人机和相关智能技术在农业领域的应用多种多样。本作品全面介绍了无人机在农业领域的应用。从农业角度讨论了使用无人机的最新趋势。作品强调了无人机的架构、传感器集成以及在公开市场上的可用性。此外,还概述了与该技术相关的挑战。
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引用次数: 0
Engineering Systems, Equipment and Robotics 工程系统、设备和机器人技术
Pub Date : 2024-02-05 DOI: 10.4028/b-5jmwpe
V. Jayakumar, K. A. Razak
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引用次数: 0
Recycling Blast Furnace Dust as Raw Material in Iron-Making 回收高炉粉尘作为炼铁原料
Pub Date : 2024-02-05 DOI: 10.4028/p-za7paa
Tran Thi Thu Hien, Pham Ngoc Hai, Tran Trung Hai
A large amount of dust is formed as one of the primary by-products during the blast furnace ironmaking process. Iron and carbon are mainly compositions in the dust. Blast furnace dust (BFD) is cycled to protect the environment and recover valuable components. In this study, BFD is used pelletization process with iron ore concentration for raw materials charging to the iron-making furnace. The mixture of BFD and iron ore (30; 40; 50 by mass %) with 2 % bentonite as a binder was used for making pellets. The produced pellets were tested drop strength and fired at 1200 °C for 30 minutes in the atmosphere environment. Fired pellets were examined compressive strength and reduced at 900; 1000; 1100 °C in 30 minutes. Mechanical, porosity and reduction degree properties of reduced pellets were analysed. The results show that green strength and compressive strength are acceptable values. Good porosity is observed when using a high amount of BFD so that it gives a high degree of reduction. XRD, SEM were used for characterization. Iron whiskers were observed in the sample, which was reduced at 1000 °C. It is clearly shown that the pellets using BFD are appropriated for charging to blast furnace as raw materials.
大量粉尘是高炉炼铁过程中形成的主要副产品之一。粉尘中的主要成分是铁和碳。高炉粉尘(BFD)被循环利用,以保护环境并回收有价值的成分。在本研究中,高炉粉尘与铁矿石浓缩一起用于球团工艺,作为原料装入炼铁炉。BFD 和铁矿石(质量百分比为 30;40;50)的混合物与 2% 的膨润土作为粘合剂被用于制造球团。生产出的球团在 1200 °C 的大气环境中进行了 30 分钟的落锤强度测试和焙烧。在 900、1000 和 1100 °C 温度下,分别在 30 分钟内对烧成的球团进行抗压强度和还原度测试。对还原颗粒的机械性能、孔隙率和还原度进行了分析。结果表明,生坯强度和抗压强度均为可接受值。当使用大量 BFD 时,可观察到良好的孔隙率,因此它能提供较高的还原度。XRD 和 SEM 被用于表征。在 1000 °C 下还原的样品中观察到了铁须。这清楚地表明,使用 BFD 的球团适合作为原材料装入高炉。
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引用次数: 0
A Robotic Arm Visual Grasp Detection Algorithm Combining 2D Images and 3D Point Clouds 结合二维图像和三维点云的机械臂视觉抓握检测算法
Pub Date : 2024-02-05 DOI: 10.4028/p-vndon1
Nan Mu Hui, Xiao Hui Wu, Xiao Wei Han, Bao Ju Wu
Robot grasping detection methods are categorized into two-dimension (2D) and three-dimension (3D) approaches. In 2D grasp detection, gripper pose prediction occurs directly on RedGreenBlue (RGB) images, limiting grasp direction. Conversely, 3D grasp detection predicts gripper pose using 3D point clouds, allowing greater grasp flexibility. However, the data volume of 3D point clouds hampers real-time detection. To address this, this paper proposes a novel grasping detection algorithm that combines 2D images and 3D point clouds. Initially, a Single Shot MultiBox Detector (SSD) network generates 2D prediction boxes on RGB images. Through enhancements to the prior box scaling, the accuracy of bounding the target object is improved. Subsequently, 2D boxes are transformed into 3D frustums, and extraneous data points are removed. By utilizing Random Sampling Consistent Segmentation (RANSAC) and Euclidean Clustering Segmentation Algorithm (ECSA), the target point clouds are isolated, and subsequently, the spatial pose of the target is represented using an Oriented Bounding Box (OBB). Processed point clouds enter an enhanced PointNet Grasp Pose Detection (PointNetGPD) algorithm, In contrast to the original approach involving extensive random sampling of grasp candidates, the enhanced PointNetGPD method enables the selective sampling of grasp candidates by incorporating pose constraints between the target and gripper. Following this, the generated grasp candidates are subjected to evaluation through a scoring process conducted by an assessment network. Ultimately, the robotic arm is guided to perform the grasp associated with the highest score. In the experimental phase, the proposed algorithm demonstrated a high success rate in capturing multiple targets, along with a reduced grasping time. These results underscore the algorithm's superior grasping quality and enhanced real-time performance when compared to similar algorithms.
机器人抓取检测方法分为二维(2D)和三维(3D)方法。在二维抓取检测中,抓取姿势预测直接在红绿蓝(RGB)图像上进行,限制了抓取方向。与此相反,三维抓取检测使用三维点云预测抓取姿势,使抓取更加灵活。然而,三维点云的数据量阻碍了实时检测。为此,本文提出了一种结合二维图像和三维点云的新型抓取检测算法。起初,单发多方框检测器(SSD)网络会在 RGB 图像上生成 2D 预测方框。通过增强事先的方框缩放,提高了目标物体边界的准确性。随后,二维方框被转换为三维轮廓,无关数据点被移除。通过使用随机取样一致性分割(RANSAC)和欧氏聚类分割算法(ECSA),目标点云被分离出来,随后使用定向边界框(OBB)来表示目标的空间姿态。处理后的点云进入增强型点网抓取姿态检测(PointNetGPD)算法,与原始方法中对抓取候选对象进行大量随机抽样不同,增强型点网抓取姿态检测方法通过在目标和抓手之间加入姿态约束,对抓取候选对象进行选择性抽样。随后,通过评估网络的评分过程对生成的抓取候选对象进行评估。最终,引导机械臂执行得分最高的抓取动作。在实验阶段,所提出的算法在抓取多个目标方面表现出了很高的成功率,同时还缩短了抓取时间。这些结果表明,与同类算法相比,该算法具有更高的抓取质量和更强的实时性能。
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引用次数: 0
Review on Performance and Emissions Characteristics of Compression Ignition Engine Fueling Non-Edible Vegetable Oil 以非食用植物油为燃料的压燃式发动机性能和排放特性评述
Pub Date : 2024-02-05 DOI: 10.4028/p-cykid1
Kamta Prasad Tiwari, Ram Narayan Singh
The tremendous exhaustion of resources, a surprising price increase of petroleum fuel and worldwide ecological issues implement to find renewable fuel for compression ignition engine. Non-edible vegetable oils have proven consensus to opt as a replacement for diesel fuel due to comparable properties and less-pollutant characteristics. Using Unmixed Untreated Non-edible Vegetable Oil (UUNVO) in the CI engine matches the needs of a sustainable future and restricts the intensifying cost involved in biodiesel production. This paper aims to review the influence of various UUNVO (Karanja, Jatropha, Neem, Linseed, Mahua and Rubber Seed etc.) on the important performance parameters and emission level of diesel engine. UUNVO can be fuelled to the unmodified CI engine. However, the viscosity of UUNVO is reasonably higher compare to diesel fuel at room temperature, which deteriorates the engine performance and exhaust emission. Minor changes in the injection line for preheating the UUNVO and operating parameters are the way to improve it. It can clearly understand here that preheated UUNVOs typically increase NOx emissions and decrease PM, HC, and CO emissions level compared to standard diesel. UUNVO can substitute diesel fuel completely for short-duration operation. With the long-duration operation, UUNVO produces problems like poor engine performance, injector chocking, and erosion of piston crown, rings, cylinder liner, and other internal parts, and degradation of the lubricant. Problems raised due to durability can be minimized by controlling operational parameters.
资源的大量消耗、石油燃料价格的惊人上涨以及全球范围内的生态问题,都促使人们寻找用于压燃式发动机的可再生燃料。事实证明,非食用植物油具有可比性和低污染的特点,可以作为柴油的替代品。在 CI 发动机中使用未经混合处理的非食用植物油(UUNVO)符合可持续发展的未来需求,并限制了生物柴油生产中不断增加的成本。本文旨在综述各种 UUNVO(卡兰札、麻风树、印楝、亚麻籽、马花籽和橡胶籽等)对柴油发动机重要性能参数和排放水平的影响。UUNVO 可用于未改装的 CI 发动机。但是,在室温下,UUNVO 的粘度比柴油高,会降低发动机性能和废气排放。对用于预热 UUNVO 的喷射管路和操作参数进行微小改动是改善其性能的方法。从这里可以清楚地了解到,与标准柴油相比,预热过的 UUNVO 通常会增加氮氧化物的排放,而降低 PM、HC 和 CO 的排放水平。在短时间运行时,UUNVO 可以完全替代柴油。在长时间运行时,UUNVO 会产生发动机性能不佳、喷油器堵塞、活塞冠、活塞环、气缸套和其他内部零件腐蚀以及润滑油降解等问题。通过控制运行参数,可以最大限度地减少因耐用性引起的问题。
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引用次数: 0
Preparation and Characterization of Calcium Hydroxide from Cockle Shell Waste via Sol-Gel Method: Effect of HCl Concentration 用溶胶-凝胶法从鸡冠壳废料中制备氢氧化钙并确定其特性:盐酸浓度的影响
Pub Date : 2024-02-05 DOI: 10.4028/p-e23p8p
Zainatul Sakinah Ramli, N. Salleh, T. K. Abdullah, Suhaina Ismail, S. A. Zubir
Continuous cockle shell dumping in open areas has become a global problem which generate major environmental issues. The conversion of the wastes into value-added products is highly desirable and economic. This work aimed to investigate the influence of sol-gel processing parameter on the properties of the synthesized calcium hydroxide (Ca(OH)2). In this study, cockle shell waste was used as calcium carbonate (CaCO3) precursor in the preparation of Ca(OH)2 via sol-gel method and the processing parameter varied was hydrochloric acid (HCl) concentration (0.5, 1.0 and 2.0 M). The cockle shell based CaCO3 and the prepared Ca(OH)2 powders were characterized by X-ray diffraction (XRD), Fourier transform infra-Red (FTIR), field emission scanning electron microscopy with energy dispersive X-ray (FESEM-EDX), X-ray fluorescent (XRF) and particle size analyzer (PSA). The XRD analysis indicates that the calcium carbonate obtained from cockle shell was mainly in the form of aragonite polymorph. Upon sol-gel processing, the analysis of the sample shows the presence of portlandite and small traces of aragonite in all samples suggesting an incomplete reaction of the hydrolysis process. Ca(OH)2 powder prepared using 1M HCl yields the smallest particle size.
在空旷地区持续倾倒蚶壳已成为一个全球性问题,造成了严重的环境问题。将废弃物转化为高附加值产品是非常可取和经济的。本研究旨在探讨溶胶-凝胶工艺参数对合成氢氧化钙(Ca(OH)2)性能的影响。本研究使用毛蚶壳废料作为碳酸钙(CaCO3)前驱体,通过溶胶-凝胶法制备 Ca(OH)2,加工参数为盐酸(HCl)浓度(0.5、1.0 和 2.0 M)。通过 X 射线衍射 (XRD)、傅立叶变换红外 (FTIR)、场发射扫描电子显微镜与能量色散 X 射线 (FESEM-EDX)、X 射线荧光 (XRF) 和粒度分析仪 (PSA) 对基于蚶壳的 CaCO3 和制备的 Ca(OH)2 粉末进行了表征。XRD 分析表明,从毛蚶壳中获得的碳酸钙主要以文石多晶体形式存在。在进行溶胶-凝胶处理后,对样品的分析表明,所有样品中都存在波长石和少量文石,这表明水解过程的反应不完全。使用 1M HCl 制备的 Ca(OH)2 粉末的粒度最小。
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引用次数: 0
Recycling Blast Furnace Dust as Raw Material in Iron-Making 回收高炉粉尘作为炼铁原料
Pub Date : 2024-02-05 DOI: 10.4028/p-za7paa
Tran Thi Thu Hien, Pham Ngoc Hai, Tran Trung Hai
A large amount of dust is formed as one of the primary by-products during the blast furnace ironmaking process. Iron and carbon are mainly compositions in the dust. Blast furnace dust (BFD) is cycled to protect the environment and recover valuable components. In this study, BFD is used pelletization process with iron ore concentration for raw materials charging to the iron-making furnace. The mixture of BFD and iron ore (30; 40; 50 by mass %) with 2 % bentonite as a binder was used for making pellets. The produced pellets were tested drop strength and fired at 1200 °C for 30 minutes in the atmosphere environment. Fired pellets were examined compressive strength and reduced at 900; 1000; 1100 °C in 30 minutes. Mechanical, porosity and reduction degree properties of reduced pellets were analysed. The results show that green strength and compressive strength are acceptable values. Good porosity is observed when using a high amount of BFD so that it gives a high degree of reduction. XRD, SEM were used for characterization. Iron whiskers were observed in the sample, which was reduced at 1000 °C. It is clearly shown that the pellets using BFD are appropriated for charging to blast furnace as raw materials.
大量粉尘是高炉炼铁过程中形成的主要副产品之一。粉尘中的主要成分是铁和碳。高炉粉尘(BFD)被循环利用,以保护环境并回收有价值的成分。在本研究中,高炉粉尘与铁矿石浓缩一起用于球团工艺,作为原料装入炼铁炉。BFD 和铁矿石(质量百分比为 30;40;50)的混合物与 2% 的膨润土作为粘合剂被用于制造球团。生产出的球团在 1200 °C 的大气环境中进行了 30 分钟的落锤强度测试和焙烧。在 900、1000 和 1100 °C 温度下,分别在 30 分钟内对烧成的球团进行抗压强度和还原度测试。对还原颗粒的机械性能、孔隙率和还原度进行了分析。结果表明,生坯强度和抗压强度均为可接受值。当使用大量 BFD 时,可观察到良好的孔隙率,因此它能提供较高的还原度。XRD 和 SEM 被用于表征。在 1000 °C 下还原的样品中观察到了铁须。这清楚地表明,使用 BFD 的球团适合作为原材料装入高炉。
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引用次数: 0
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