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Traffic control centre optimisation on South African freight corridors through intelligent weigh-in-motion 通过智能称重优化南非货运走廊的交通控制中心
Q3 Social Sciences Pub Date : 2023-07-31 DOI: 10.18489/sacj.v35i1.961
Arno De Coning, A. Hoffman, Francois Mouton
High quality road infrastructure is essential to support economic growth for any region. For South Africa’s landlocked economic hub 79% of goods are transported using roads infrastructure. Protection of the road infrastructure is implemented by means of overload control monitoring at traffic control centres (TCCs) on freight corridors. Statistics collected from TCC operations indicate that 75% to 85% of statically weighed vehicles are legally loaded, with the implication that unnecessary time was wasted for these vehicles. This paper therefore proposes an algorithm, called the intelligent weigh-in-motion (IWIM) algorithm, with the purpose to decrease static weighing of vehicles by implementing data sharing between TCCs on the freight corridor, combined with intelligent interpretation of this data. The selected algorithm was chosen after testing multiple artificial intelligence (AI) models (logistic regression, random forest tree, and artificial neural network) to achieve the best performance to decrease static weighing of vehicles while not increasing the number of overloaded vehicles allowed to proceed on the corridor. The best performing model to differentiate between overloaded and legal vehicles, random forest tree, achieved an average improvement of 65,83% in terms of vehicles to be statically weighed when compared to the current rule-based system employed at TCCs.
高质量的道路基础设施对支持任何地区的经济增长都至关重要。对于南非这个内陆经济中心来说,79%的货物是通过公路基础设施运输的。道路基础设施的保护是通过在货运走廊上的交通控制中心进行超载控制监测来实现的。从TCC运营中收集的统计数据表明,75%至85%的静态称重车辆是合法装载的,这意味着这些车辆浪费了不必要的时间。因此,本文提出了一种称为智能动态称重(IWIM)算法的算法,目的是通过在货运走廊上的TC之间实现数据共享,并结合对这些数据的智能解释,来减少车辆的静态称重。所选算法是在测试了多个人工智能(AI)模型(逻辑回归、随机森林树和人工神经网络)后选择的,以实现最佳性能,减少车辆的静态称重,同时不增加允许在走廊上行驶的超载车辆数量。与当前部队派遣国采用的基于规则的系统相比,区分超载车辆和合法车辆的最佳模型随机森林树在静态称重车辆方面实现了65,83%的平均改进。
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引用次数: 0
Ontology-driven development of dialogue systems 本体论驱动的对话系统开发
Q3 Social Sciences Pub Date : 2023-07-31 DOI: 10.18489/sacj.v35i1.1233
Anna Litvin, O. Palagin, Vladislav Kaverinsky, K. Malakhov
A new technique and its software implementation are presented to create a deeply semantically structured ontology using plain natural language text as input, without regular structure or any previous tagging and markup. The new  approach is primarily aimed at highly inflectional languages, and is implemented for Ukrainian. The automatically created ontologies (in OWL) could be easily converted to other graph databases formats, such as Neo4j, and were successfully  evaluated as valid ontologies using Protégé, RDFlib and Neo4j environments. An integrated approach is proposed for the  development of natural language dialogue systems driven by the ontologyrelated graph database using the Cypher  language for the formal queries. The original phrases are subject to a special method of semantic analysis, which  determines the type of formal query to the database. The essence of the analysis is that the text of the user’s phrase goes through a series of checks. Based on their results, a set of basic templates for the formal requests are determined, as well  as additional constructions that are attached to the basic template. Some of the checks may also return the notion  of substitution to certain specified positions of the formal query. Formal queries can return both contexts and lists of  ontology concepts. In addition to concepts, queries can also return information about specific semantic predicates that connect them, which simplifies the synthesis of natural language responses. The synthesis of answers is based on special  templates, the choice of which is directly related to the corresponding template of the formal query.
提出了一种新的技术及其软件实现,以纯自然语言文本为输入,在没有规则结构或任何先前的标记和标记的情况下,创建一个语义结构深刻的本体。新方法主要针对高度屈折的语言,并针对乌克兰语实施。自动创建的本体(在OWL中)可以很容易地转换为其他图形数据库格式,如Neo4j,并使用Protégé、RDFlib和Neo4j环境成功评估为有效的本体。提出了一种集成方法来开发自然语言对话系统,该系统由本体相关图数据库驱动,使用Cypher语言进行形式查询。原始短语要经过一种特殊的语义分析方法,该方法确定了对数据库的正式查询类型。分析的本质是用户短语的文本要经过一系列的检查。根据他们的结果,确定了一组用于正式请求的基本模板,以及附加到基本模板的附加结构。某些检查还可能将替换的概念返回到形式查询的某些指定位置。形式化查询可以返回上下文和本体概念列表。除了概念之外,查询还可以返回连接它们的特定语义谓词的信息,这简化了自然语言响应的合成。答案的合成是基于特殊模板的,模板的选择与形式查询的相应模板直接相关。
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引用次数: 0
Digitisation of higher education and research: Raising inclusivity and equity issues for indigenous students 高等教育和研究的数字化:提高土著学生的包容性和公平性问题
Q3 Social Sciences Pub Date : 2023-07-31 DOI: 10.18489/sacj.v35i1.1107
M. Gumbo
This conceptual article critiques digitisation of higher education and research as it relates to inclusivity and equity for indigenous students. I argue that indigenous students’ access to education is not limited to indigenisation of their learning, knowledge and research; it is more about what they learn and how they learn it through technology – information and communication technology (ICT) and online platforms. These students are excluded and do not enjoy equal educational opportunities when digitising their learning and knowledge does not relate to their cultural contexts. In addition, innovative projects and programmes which are insensitive to the dynamics of indigenous knowledge further make indigenous knowledge vulnerable to colonial practices. This article contributes insights into the vulnerability of indigenous students and institutions of higher learning being uncritical of the digitisation of their learning, knowledge, and research. The article will conscientise institutions of higher learning to digitise learning and research from a truly transformational perspective.
这篇概念性文章批评了高等教育和研究的数字化,因为它涉及到土著学生的包容性和公平性。我认为,土著学生接受教育的机会并不局限于他们的学习、知识和研究的本土化;更重要的是他们通过技术——信息通信技术(ICT)和在线平台——学习了什么以及如何学习。当数字化他们的学习和知识与他们的文化背景不相关时,这些学生被排除在外,不能享受平等的教育机会。此外,对土著知识动态不敏感的创新项目和方案进一步使土著知识容易受到殖民做法的影响。这篇文章对土著学生和高等教育机构对他们的学习、知识和研究的数字化不加批判的脆弱性提供了深刻的见解。本文将促使高等院校从真正的转型角度出发,将学习和研究数字化。
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引用次数: 1
Namibia's first high performance computer 纳米比亚第一台高性能计算机
Q3 Social Sciences Pub Date : 2023-07-31 DOI: 10.18489/sacj.v35i1.1189
J. Shapopi, Anton Limbo, M. Backes
High performance computing (HPC) refers to the practice of aggregating computing power of several computing nodes in a way that delivers much higher performance than one could achieve by a typical desktop computer in order to solve large problems in business, science, or engineering. The University of Namibia has so far received two HPC racks from the Centre for High Performance Computing in South Africa, of which one is operational. The primary use of the rack was foreseen to be human capacity development and awareness in HPC and to form part of Namibia’s readiness in  participating in the Square Kilometre Array (SKA) and the African Very Long Baseline Interferometry Network (AVN) projects, but is now also being used for research in multi-wavelength astronomy and beyond. This is one of the first HPC services set up and operated by an entirely African team. We perform tests to benchmark the computational power and data transfer capabilities of the system and find that each node, on average, has a peak performance power of 82.4±1.1 GFLOPS. We also summarise all the projects that have enlisted the HPC facility.
高性能计算(HPC)是指为了解决商业、科学或工程中的大型问题,以提供比典型台式计算机高得多的性能的方式聚合多个计算节点的计算能力的实践。到目前为止,纳米比亚大学已经从南非高性能计算中心收到了两个HPC机架,其中一个正在运行。该支架的主要用途预计是人类在HPC中的能力发展和认识,并成为纳米比亚准备参与平方公里阵列和非洲超长基线干涉测量网络项目的一部分,但现在也被用于多波长天文学及其他领域的研究。这是第一批完全由非洲团队建立和运营的HPC服务之一。我们对系统的计算能力和数据传输能力进行了测试,发现每个节点的平均峰值性能功率为82.4±1.1 GFLOPS。我们还总结了所有使用HPC设施的项目。
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引用次数: 0
English first additional language learning and teaching with digital resources 利用数字资源进行英语第一外语学习与教学
Q3 Social Sciences Pub Date : 2023-07-31 DOI: 10.18489/sacj.v35i1.1109
Nonhlanhla Shandu-Omukunyi
This paper investigates the learning and teaching of English as a first additional Language (EFAL) using digital resources. It was a qualitative study conducted in a Grade 10 township classroom in the Western Cape, South Africa. Data were collected through observation of a traditional classroom, a computer laboratory and a media room. In addition, using semi-structured interviews, an EFAL teacher, the head of department for languages and the school principal, were interviewed. The research aimed to understand whether the pedagogical digital literacy practices and the use of digital resources enhance the learning of EFAL. In South Africa, English is the language of learning and teaching (LoLT) for the majority of learners that are non-English speakers. Through the lens of computer assisted language learning (CALL) theory and Technological Pedagogical Content Knowledge (TPACK), this article argues that the integration of technology helps teachers to deliver the EFAL content in a flexible and enhanced way. The findings reveal that teachers who teach in impoverished backgrounds and in other languages need to be equipped with digital literacy skills. These skills will address the challenges of literacy currently faced by the country. In conclusion, the amalgamation of an e-education policy with the ...
本文研究了利用数字资源进行英语作为第一附加语言(EFAL)的学习和教学。这是一项在南非西开普省10年级乡镇教室进行的定性研究。数据是通过观察传统教室、计算机实验室和媒体室收集的。此外,采用半结构化访谈的方式,对EFAL的一名教师、语言系主任和校长进行了访谈。本研究旨在了解教学数字扫盲实践和数字资源的使用是否能促进EFAL的学习。在南非,英语是大多数非英语使用者的学习和教学语言。本文从计算机辅助语言学习(CALL)理论和技术教育内容知识(TPACK)的角度,认为技术的整合有助于教师以灵活和增强的方式提供EFAL内容。研究结果表明,在贫困背景和其他语言中任教的教师需要具备数字素养。这些技能将解决该国目前面临的识字挑战。总之,将电子教育政策与。。。
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引用次数: 0
Integrating technology in teaching and learning practices: students’ competencies 将技术融入教学实践:学生的能力
Q3 Social Sciences Pub Date : 2023-07-31 DOI: 10.18489/sacj.v35i1.1111
Samuel T. Faloye, Victor Faniran
Technology usage in teaching and learning is not a new pedagogical practice and the benefits of its adoption are noted in the literature. However, an area that is often neglected when integrating technology into teaching and learning is the competency level of the would-be learners or students. This study investigated student competency levels based on factors such as their prior exposure to computers and the availability of facilitating conditions such as human or technical support. The study adopted a descriptive approach and was quantitative in nature. Data was collected from 368 students by means of a questionnaire. Descriptive statistics were obtained through quantitative analysis and the computer-based assessment acceptance model (CBAAM) was adopted. The results showed that the provisioning of facilitating conditions in a technology-integrated academic environment positively influences student competency in the use of technology. Furthermore, results showed that prior exposure to computers significantly impacts student competency levels in such an environment.
在教学中使用技术并不是一种新的教学实践,文献中提到了采用技术的好处。然而,在将技术融入教学时,一个经常被忽视的领域是潜在学习者或学生的能力水平。这项研究调查了学生的能力水平,这些因素包括他们之前接触过电脑以及是否有人或技术支持等便利条件。该研究采用了描述性方法,具有定量性质。数据是通过问卷调查的方式从368名学生中收集的。通过定量分析获得描述性统计数据,并采用计算机评估接受模型(CBAAM)。结果表明,在技术综合的学术环境中提供便利条件对学生使用技术的能力有积极影响。此外,研究结果表明,在这种环境下,先前接触电脑会显著影响学生的能力水平。
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引用次数: 0
Obituary - Prof Barry Dwolatzky 讣告- Barry Dwolatzky教授
Q3 Social Sciences Pub Date : 2023-07-31 DOI: 10.18489/sacj.v35i1.1259
E. Trengove
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引用次数: 0
Digital transformation and post-Covid-19 education in South Africa: a review of literature 南非的数字化转型和covid -19后教育:文献综述
Q3 Social Sciences Pub Date : 2023-07-31 DOI: 10.18489/sacj.v35i1.1101
Silence Chomunorwa, Emely S Mashonganyika, Andrew Marevesa
Little thought or speculation was given to the possibilities of digital transformation for basic education until the global Covid-19 pandemic acted as a catalyst for digital transformation in education. Given the global trends toward digital transformation of teaching and learning, the South African basic education system has not been spared. While South African education policy was put in place to drive digital transformation, challenges persist in its implementation. The aim of this study was to examine the challenges facing the South African basic education system in digital transformation and assess the strategies that can be used to mitigate these challenges. Although South Africa is attempting to address existing inequalities and the digital divide stemming from apartheid policies, the inequalities of the post-apartheid era have continued and worsened during the pandemic, resulting in a multi-layered digital divide that hinders quality and inclusive education. We adopted a narrative literature review in this study, focusing on previous studies that focused on ICT adoption, digital transformation, and inequality challenges in the South African education system. The findings make apparent the impact of the digital divide and former policies in perpetuating educational inequality. From the literature, strategies to mitigate the challenges are highlighted, including consultations.
在2019冠状病毒病全球大流行成为教育数字化转型的催化剂之前,人们很少考虑或猜测基础教育数字化转型的可能性。鉴于全球教学和学习的数字化转型趋势,南非的基础教育体系也未能幸免。虽然南非制定了推动数字化转型的教育政策,但在实施过程中仍存在挑战。本研究的目的是研究南非基础教育系统在数字化转型中面临的挑战,并评估可用于缓解这些挑战的策略。尽管南非正在努力解决种族隔离政策造成的现有不平等和数字鸿沟,但后种族隔离时代的不平等现象在疫情期间继续存在并恶化,造成了多层数字鸿沟,阻碍了高质量和包容性教育。在本研究中,我们采用了叙述性文献综述,重点关注南非教育系统中ICT采用、数字化转型和不平等挑战的先前研究。研究结果表明,数字鸿沟和以前的政策对教育不平等的影响是显而易见的。从文献中,强调了减轻挑战的战略,包括协商。
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引用次数: 1
Grade 9 teachers’ experience of digital technologies in the classroom 九年级教师在课堂上使用数字技术的体验
Q3 Social Sciences Pub Date : 2023-07-31 DOI: 10.18489/sacj.v35i1.1098
A. Molotsi, Kimera Moodley, M. van Wyk
The use of digital technologies in the classroom has escalated, especially during the COVID-19 pandemic. Although technology and teacher development centres are available for teachers to use, they are often not optimally utilised. This study used explorative qualitative case study methodologies to understand Grade 9 teachers’ use of digital technologies as they integrate it into their lessons and classrooms. Seven teachers were purposely selected to be sources of data collection. Framed by the Technological Pedagogical and Content Knowledge (TPACK) framework, data was generated using semi-structured interviews to explore the Grade 9 teachers’ experiences and views on the integration of digital technology post the outbreak of the COVID-19 pandemic. To analyse the data, a thematic analysis was conducted. Although the findings show limited digital technology integration, some teachers are found to be using videos, projectors, and laptop computers in their classrooms. Inadequate infrastructure and lack of support contribute and impact teachers’ experience of integrating digital technology in the Grade 9 classroom.
数字技术在课堂上的使用有所升级,尤其是在新冠肺炎大流行期间。尽管技术和教师发展中心可供教师使用,但它们往往没有得到最佳利用。本研究采用探索性定性案例研究方法,了解九年级教师在将数字技术融入课堂时对数字技术的使用情况。有意选择七名教师作为数据收集的来源。在技术教学和内容知识(TPACK)框架的框架下,使用半结构化访谈生成数据,以探索新冠肺炎疫情爆发后九年级教师对数字技术整合的经验和看法。为了分析数据,进行了专题分析。尽管调查结果显示数字技术集成有限,但一些教师被发现在课堂上使用视频、投影仪和笔记本电脑。基础设施不足和缺乏支持促进并影响了教师在九年级课堂上整合数字技术的体验。
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引用次数: 1
Exploring ideological-ware as a resource in the use of Moodle in higher education – analyzing Covid-19 publications 探索思想工具在高等教育中使用Moodle的资源——分析Covid-19出版物
Q3 Social Sciences Pub Date : 2023-07-31 DOI: 10.18489/sacj.v35i1.1110
Sphesihle Zuma, Bhekizitha Mthembu
Across the globe, the advent of the coronavirus disease (Covid-19) has propelled most sectors to do their business online. Higher education institutions (HEIs) in particular have had to move their teaching and learning online, with Moodle reported to be one of the most used platforms internationally. In the context of Covid-19, educational researchers and  publications have discussed various ways in which this platform has influenced the three types of curricula, namely: competence curriculum; pragmatic curriculum and performance curriculum. However, there is less emphasis on  ideological-ware in the use of Moodle as a teaching and learning resource, which presents a serious challenge and requires systemic debate and reflection. This study uses critical discourse analysis and community of inquiry through purposive and convenience sampling to identify the published documents on the use of Moodle in the context of Covid-19. Findings indicate that most scholars are advocating that the successful use of Moodle in higher education institutions relies on ensuring that hardware and software resources are available for both lecturers and students. This suggests that HEIs are focusing on the performance and competence-based curriculum, yet limited mention is given to ideological-ware as an important aspect when using Moodle.
在全球范围内,冠状病毒病(Covid-19)的出现促使大多数行业在网上开展业务。特别是高等教育机构(HEIs)不得不将他们的教学和学习转移到网上,据报道Moodle是国际上使用最多的平台之一。在2019冠状病毒病的背景下,教育研究人员和出版物讨论了该平台影响三种课程的各种方式,即:能力课程;实用主义课程与绩效课程。然而,在使用Moodle作为教学资源时,对意识形态的重视程度较低,这是一个严重的挑战,需要系统的辩论和反思。本研究通过有目的和方便的抽样,采用批判性话语分析和社区调查来识别在Covid-19背景下使用Moodle的已发表文件。研究结果表明,大多数学者都主张在高等教育机构中成功使用Moodle依赖于确保教师和学生都可以获得硬件和软件资源。这表明,高等教育机构关注的是基于表现和能力的课程,但在使用Moodle时,很少提及意识形态工具作为一个重要方面。
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引用次数: 0
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South African Computer Journal
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