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Theoretical framework to address the challenges in Microservice Architecture 解决微服务架构挑战的理论框架
Pub Date : 2021-09-16 DOI: 10.1109/scse53661.2021.9568346
Dewmini Premarathna, Asanka I Pathirana
Microservice Architecture (MSA) is a recommended way to introduce the application software in a modularized manner instead of the traditional Monolithic Architecture (MA) approach due to the inherent advantages. The MSA is very much effective considering the true benefits of scalability, flexibility, cost-effectiveness, etc. However, there are significant challenges in the use of MSA as well in the viewpoint of the seniors in the field of Software Engineering (SE). So, the objective of this research is to introduce a theoretical framework to be followed by the SE industries to address the challenges they face in providing MSA-based software solutions. In this research, the literature of MSA is evaluated in detail to understand the influencing factors to cater to the requirements of the software developments. In methodology, two research questions are derived based on the hypothesis of not getting adequate benefit in the process of adopting MSA for software application development; 1. What are the challenges to implementing applications incorporating MSA? 2. How to achieve the exact needs of the clients via MSA? For this study, based on purposive sampling the five SE professionals are selected for interviews to understand the true impact on identified factors through literature for development challenges and client satisfaction. Further, thematic analysis is conducted for evaluating those extracts of the interview qualitatively. Nevertheless, the online questionnaire is distributed among a wide range of SE professionals in the domain of MSA implementation for overall understanding about significant factors filtered out through the literature and the interviews, and those were analyzed descriptively. Based on the findings, a theoretical framework is introduced for successful implementation of MSA assuring the clients' requirements. Eventually, this study confirms how MSA adaptation with the theoretical framework is effective for both organizations and clients.
微服务架构(Microservice Architecture, MSA)以模块化的方式引入应用软件,取代传统的单片架构(Monolithic Architecture, MA),因为其固有的优势。考虑到可伸缩性、灵活性、成本效益等方面的真正好处,MSA非常有效。然而,在软件工程(SE)领域的资深人士看来,在使用MSA方面也存在着重大的挑战。因此,本研究的目的是引入一个理论框架,供SE行业遵循,以解决他们在提供基于msa的软件解决方案时面临的挑战。在本研究中,对MSA的文献进行了详细的评估,以了解影响因素,以满足软件开发的需求。在方法论上,基于在软件应用程序开发中采用MSA的过程中没有获得足够的收益的假设,提出了两个研究问题;1. 实现包含MSA的应用程序的挑战是什么?2. 如何通过MSA实现客户的确切需求?在本研究中,基于有目的的抽样,五位SE专业人士被选中进行访谈,以了解通过文献对发展挑战和客户满意度对确定因素的真正影响。进一步,进行专题分析,对访谈摘录进行定性评价。然而,在线问卷是在MSA实施领域的广泛SE专业人员中分发的,以便全面了解通过文献和访谈过滤出来的重要因素,并对这些因素进行描述性分析。在此基础上,提出了一个理论框架,以确保客户需求的管理服务的成功实施。最后,本研究证实了基于理论框架的MSA适应对组织和客户都是有效的。
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引用次数: 1
Identifying interrelationships of key success factors of third-party logistics service providers 识别第三方物流服务提供商的关键成功因素之间的相互关系
Pub Date : 2021-09-16 DOI: 10.1109/scse53661.2021.9568354
Theruwanda Perera, Ruwan Wickramarachchi, A. Wijayanayake
To be more cost-effective as well as to maintain a sustainable competitive advantage, many enterprises tend to improve their business practices by having a strong relationship with third-party (3PL) logistics service providers. The main objectives of this paper are to determine the key success factors associated with the Sri Lankan 3PL industry and identify the interrelationships of these key success factors. A systematic literature review and expert opinions were used to identify the key success factors of the 3PL industry in Sri Lanka. In total 21 key success factors were obtained, and those key success factors were grouped into four categories as organization strategy, management, and process, human resources, and customer orientation. Q-sort technique was used to group key success factors into four categories. Decision-making trial and evaluation laboratory (DEMATEL) method was used to capture the interactive relationships among the key success factors of 3PL service providers, and the casual effect map analyzed. Data were collected through questionnaires from middle and senior-level managers of 3PL firms. A total of eleven experts in the 3PL industry participated in the data collection process. The result shows that organization strategy is a core success factor since it has both high prominence and high interrelationship. Management and process were classified as driving factors since they had a low prominence but a high interrelationship. However, human resources and customer orientation had high prominence but low relationship, which are influenced by other factors and cannot be directly improved. The findings may assist managers to formulate long-term flexible decision strategies in their 3PL firms.
为了更具成本效益并保持可持续的竞争优势,许多企业倾向于通过与第三方物流服务提供商建立牢固的关系来改善其业务实践。本文的主要目标是确定与斯里兰卡第三方物流行业相关的关键成功因素,并确定这些关键成功因素的相互关系。系统的文献综述和专家意见被用来确定在斯里兰卡的第三方物流行业的关键成功因素。总共获得了21个关键成功因素,并将这些关键成功因素分为四类:组织战略、管理与流程、人力资源和客户导向。采用q -排序技术将关键成功因素分为四类。采用决策试验与评估实验室(DEMATEL)方法捕捉第三方物流服务提供商关键成功因素之间的交互关系,并分析其因果效应图。通过对第三方物流企业中高层管理人员的问卷调查收集数据。共有11位第三方物流行业的专家参与了数据收集过程。结果表明,组织战略是企业成功的核心因素,具有高度的突出性和高度的关联性。管理和流程被归类为驱动因素,因为它们的重要性不高,但相互关系很高。而人力资源和客户导向的重要性高,相关性低,受其他因素的影响,不能直接改善。研究结果可以帮助管理人员制定长期灵活的决策策略在他们的第三方物流公司。
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引用次数: 1
Implementation of a personalized and healthy meal recommender system in aid to achieve user fitness goals 实施个性化健康膳食推荐系统,帮助用户实现健身目标
Pub Date : 2021-09-16 DOI: 10.1109/scse53661.2021.9568335
Chamodi Lokuge, G. U. Ganegoda
Recent research implies that people's urge to stay healthy and fit has drastically improved and currently, many people are in need to maintain their physical fitness incorporating healthy food habits into their lives amidst hectic urban lifestyles. Thus, nutrition applications are mushrooming in the fitness domain to aid people to improve their dietary intake, track weight-related elements, and generate meal plans. Considering the applications that are typically built for meal planning, it was apparent that personalized nutrition incorporated with healthy meal suggestions is not well addressed, and hence the need for a personalized meal recommendation system that assists the users to achieve their fitness goals is identified. Learning users' food preferences and delivering food recommendations that plead to their taste and satisfy nutritional guidelines are challenging. Due to the lack of access to a proper meal planning application or without professional help most users follow ineffective, generic meal plans which hinder them from achieving their fitness goals and often cause long-term and short-term health complications. The proposed implementation aims to bridge the gap between the existing meal planning applications and the potential need for a personalized healthy meal plan. This paper succinctly presents the design and implementation of the proposed personalized and healthy meal recommendation system and further discusses the architecture and the evaluation of the design solution.
最近的研究表明,人们对保持健康和身材的渴望急剧提高,目前,许多人需要保持身体健康,并将健康的饮食习惯融入他们繁忙的城市生活方式中。因此,营养应用在健身领域如雨后春笋般涌现,以帮助人们改善饮食摄入,跟踪与体重相关的元素,并制定膳食计划。考虑到通常为膳食计划构建的应用程序,很明显,将个性化营养与健康膳食建议结合起来并没有得到很好的解决,因此需要一个个性化的膳食推荐系统来帮助用户实现他们的健身目标。了解用户的食物偏好并提供符合他们口味和满足营养指南的食物推荐是一项挑战。由于缺乏适当的膳食计划应用程序或没有专业帮助,大多数用户遵循无效的通用膳食计划,阻碍他们实现健身目标,并经常导致长期和短期的健康并发症。拟议的实施旨在弥合现有膳食计划应用程序与个性化健康膳食计划的潜在需求之间的差距。本文简要介绍了所提出的个性化健康膳食推荐系统的设计与实现,并进一步讨论了设计方案的架构和评价。
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引用次数: 1
Design and development of pump based chocolate 3D printer 基于泵的巧克力3D打印机的设计与开发
Pub Date : 2021-09-16 DOI: 10.1109/scse53661.2021.9568345
R. R. A. K. N. Raiapaksha, B. Thilakarathne, Y. G. Kondarage, Rajitha De Silva
The use of 3-Dimensional (3D) printing, known as Digital fabrication (DF) or additive manufacturing (AM), technology in the food sector has countless potential to fabricate 3D constructs with complex geometries, customization, and on-demand production. For this reason, 3D technology is driving major innovations in the food industry. This paper presents the construction of a chocolate 3D printer by applying the pressure pump technique using chocolate as a printing material. Here the conventional 3D printer's design was developed as a chocolate 3D printer. As an improvement, a new extruder mechanism was introduced. The extruder was developed to print the chocolate materials. In the working mechanism, the 3D printer reads the design instruction and chocolate material is extruding accordingly, through the nozzle of the pump to the bed of the 3D printer followed by the design (layer by layer). The special part of this chocolate 3D printer is the pressure pump in the extruder part. That pressure pump provides pressure on melted chocolate from the chocolate container to the nozzle point. The usability and efficiency of the 3D printer were tested with sample designs. The obtained results were presented and discussed. Together with these advances this 3D printer can be used to produce complex food models and design unique patterns in chocolate-based sweets by satisfying customers.
使用三维(3D)打印,称为数字制造(DF)或增材制造(AM),技术在食品领域具有无限的潜力,可以制造具有复杂几何形状,定制和按需生产的3D结构。因此,3D技术正在推动食品行业的重大创新。本文介绍了以巧克力为打印材料,应用压力泵技术构建巧克力3D打印机。在这里,传统3D打印机的设计被开发为巧克力3D打印机。作为改进,介绍了一种新的挤出机构。研制了一种用于巧克力材料打印的挤出机。在工作机构中,3D打印机读取设计指令,巧克力材料相应地挤出,通过泵的喷嘴到3D打印机的床上,依次进行设计(一层一层)。这款巧克力3D打印机的特殊之处在于挤出机部分的压力泵。压力泵为从巧克力容器到喷嘴点的融化巧克力提供压力。通过样品设计测试了3D打印机的可用性和效率。对所得结果进行了介绍和讨论。加上这些进步,这台3D打印机可以用来生产复杂的食物模型,并设计出独特的巧克力糖果图案,以满足顾客的需求。
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引用次数: 1
A community-based hybrid blockchain architecture for the organic food supply chain 基于社区的有机食品供应链混合区块链架构
Pub Date : 2021-09-16 DOI: 10.1109/scse53661.2021.9568325
Thanushya Thanujan, C. Rajapakse, D. Wickramaarachchi
This paper presents a novel blockchain architecture to incorporate community-level trust into the organic food supply chain by hybridizing Proof of Authority (PoA) and Federated Byzantine Agreement (FBA) consensus protocols. Community-level trust is an important aspect in the organic agriculture industry. Organic farming, in most parts of the world, happens in small scale farms where the farmers represent rural and less-privileged communities. Even though third-party certification systems exist for quality assurance in organic farming, due to many socio-economic reasons, participatory guarantee systems (PGS) have become a popular alternative among organic farmers and consumers. However, such participatory guarantee systems are still prone to frauds and have limitations in scalability as well. With the recent rise of blockchain technology, there is an emerging trend to adopt blockchain technology to enhance the credibility of organic food supply chains and mitigate the risk of fraudulent transactions. However, despite the popularity of participatory guarantee systems among organic farmer communities, the blockchain researchers have paid little attention to develop blockchain architectures by adopting the community-level trust into their consensus protocols. The hybrid consensus mechanism presented in this paper addresses that gap in existing blockchain research. Apart from discussing the details of the proposed blockchain architecture and the underlying consensus protocol, this paper also presents a qualitative analysis on the proposed architecture based on expert opinions.
本文提出了一种新的区块链架构,通过混合权威证明(PoA)和联邦拜占庭协议(FBA)共识协议,将社区级信任纳入有机食品供应链。社区信任是有机农业产业的一个重要方面。在世界上大部分地区,有机农业都是在小规模农场中进行的,这些农场的农民代表着农村和弱势群体。虽然有机农业中存在第三方认证体系来保证质量,但由于许多社会经济原因,参与式保证体系(PGS)已成为有机农民和消费者的热门选择。然而,这种参与式担保制度仍然容易出现欺诈行为,并且在可扩展性方面也存在局限性。随着区块链技术的兴起,采用区块链技术来提高有机食品供应链的可信度,降低欺诈交易的风险是一个新兴的趋势。然而,尽管参与式保证系统在有机农民社区中很受欢迎,但区块链研究人员很少关注通过将社区层面的信任纳入其共识协议来开发区块链架构。本文提出的混合共识机制解决了现有区块链研究中的这一空白。除了讨论提议的区块链架构和底层共识协议的细节外,本文还根据专家意见对提议的架构进行了定性分析。
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引用次数: 2
Student concentration level monitoring system based on deep convolutional neural network 基于深度卷积神经网络的学生集中度监测系统
Pub Date : 2021-09-16 DOI: 10.1109/scse53661.2021.9568328
U. B. P. Shamika, W. Weerakoon, P. Panduwawala, K. A. P. Dilanka
As synchronous online classrooms have grown more common in recent years, evaluating a student's attention level has become increasingly important in verifying every student's progress in an online classroom setting. This paper describes a study that used machine learning models to monitor student attentiveness to distinct gradients of engagement level. Initially, the experiments were conducted using a deep convolutional neural network of student attention and emotions exploiting Keras library. The model showed a 90% accuracy in predicting attention level of the student. This deep convolutional neural network analysis aids in identifying crucial emotions that are important in determining various levels of involvement. This study discovered that emotions such as calm, happiness, surprise, and fear are important in determining a student's attention level. These findings aided in the earlier discovery of students with poor attention levels, allowing instructors to focus their assistance and advice on the students who require it, resulting in a better online learning environment.
随着同步在线课堂近年来变得越来越普遍,评估学生的注意力水平对于验证每个学生在在线课堂环境中的进步变得越来越重要。本文描述了一项研究,该研究使用机器学习模型来监测学生的注意力到不同的投入水平梯度。最初,实验使用利用Keras库的学生注意力和情绪的深度卷积神经网络进行。该模型预测学生注意力水平的准确率为90%。这种深度卷积神经网络分析有助于识别关键情绪,这些情绪对确定不同程度的参与很重要。这项研究发现,平静、快乐、惊讶和恐惧等情绪对决定学生的注意力水平很重要。这些发现有助于更早地发现注意力不集中的学生,使教师能够将帮助和建议集中在需要帮助的学生身上,从而创造更好的在线学习环境。
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引用次数: 1
Docker incorporation is different from other computer system infrastructures: A review Docker合并不同于其他计算机系统基础结构:回顾
Pub Date : 2021-09-16 DOI: 10.1109/scse53661.2021.9568323
W. Kithulwatta, K. Jayasena, B. Kumara, R. Rathnayaka
Currently the computing world is getting complex, innovating and maturing with modern technologies. Virtualization is one of the old concepts and currently containerization has arrived as an alternative and innovative technology. Docker is the most famous and trending container management technology. Different other container management technologies and virtualization technologies are respective other corresponding technologies and mechanisms for Docker containerization. This research study aims to identify how Docker incorporation is different from other computer system infrastructure technologies in the perspective of architecture, features and qualities. By considering forty-five existing literatures, this research study was conducted. To deliver a structured review process, a thorough review protocol was conducted. By considering four main research questions, the research study was lined up. Ultimately, Docker architecture and Docker components, Docker features, Docker integration with other computing domains and Docker & other computing infrastructures were studied. After synthesizing all the selected research studies, the cream was obtained with plenty of knowledge contribution to the field of computer application deployment and infrastructure.
当前,计算机世界正随着现代技术的发展而变得复杂、创新和成熟。虚拟化是一个古老的概念,而目前容器化已经成为一种替代的创新技术。Docker是最著名和最流行的容器管理技术。不同的其他容器管理技术和虚拟化技术是Docker容器化各自对应的其他技术和机制。本研究旨在确定Docker集成与其他计算机系统基础设施技术在体系结构、特性和质量方面的不同之处。通过对45篇已有文献的综合分析,进行了本研究。为了交付一个结构化的审查过程,执行了一个彻底的审查协议。通过考虑四个主要的研究问题,对研究进行了梳理。最后,对Docker架构与Docker组件、Docker特性、Docker与其他计算域的集成以及Docker与其他计算基础设施进行了研究。综合所有选定的研究成果后,得到了对计算机应用部署和基础设施领域有大量知识贡献的奶油。
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引用次数: 1
Reduce food crop wastage with hyperledger fabric-based food supply chain 利用基于织物的超级分类帐食品供应链减少粮食作物浪费
Pub Date : 2021-09-16 DOI: 10.1109/scse53661.2021.9568309
Dewmini Premarathna
Food is the utmost important thing for every living being. The quality and safety of food has become a crucial factor in the food industry. Most of the customers tend to pay more attention to food safety and seek to get food from verifiable resources. To improve this trustworthiness Distributed Ledger Technology (DLT) - based Food Supply Chain (FSC) plays a vital role because of its traceability. There are multiple actors involved throughout the journey of FSC and with the high visibility of data in DLT, everyone can ensure trust. The transparency of data itself is a reason for some to opt-out because some of their private data can be exposed to others. Hyperledger Fabric (HF) based FSC can address that matter as it supports permissioned network solutions. Though there are a lot of solutions available in a similar kind of approach, whether the crops take their journey throughout the FSC without any wastage, is still questionable. This study focuses on reducing wastage of food crops as they take a long journey in their raw state and possible hazards are high. It discusses farmers' behavior based on the Sri Lankan context and how it accompanies food crop wastage. Further, this paper ruminates the other possible crop wastage that can take place in FSC and how to eliminate it with the proper involvement of knowledgeable and authorized parties. Then, the study explores how all the parties can collaboratively join the FSC based on HF so that everyone can benefit. Finally, it concludes on how such design is effectively contributing to reducing food crop wastage in Sri Lanka (SL).
食物对每个生物来说都是最重要的。食品的质量和安全已成为食品工业的一个至关重要的因素。大多数消费者倾向于更加关注食品安全,并寻求从可验证的资源中获得食品。为了提高这种可信度,基于分布式账本技术(DLT)的食品供应链(FSC)由于其可追溯性而起着至关重要的作用。在FSC的整个过程中,有多个参与者参与其中,由于DLT中数据的高可见性,每个人都可以确保信任。数据本身的透明度是一些人选择退出的一个原因,因为他们的一些私人数据可能会暴露给其他人。基于Hyperledger Fabric (HF)的FSC可以解决这个问题,因为它支持许可的网络解决方案。尽管有很多类似方法的解决方案,但作物是否能在整个FSC的运输过程中没有任何浪费,仍然是个问题。这项研究的重点是减少粮食作物的浪费,因为它们在原始状态下需要长途跋涉,可能的危害很高。它根据斯里兰卡的情况讨论了农民的行为,以及它是如何伴随粮食作物浪费的。此外,本文还反思了FSC中可能发生的其他可能的作物浪费,以及如何在有知识和授权的各方的适当参与下消除这种浪费。在此基础上,探讨了各方如何协同加入基于高频的FSC,使各方都能受益。最后,它总结了这种设计如何有效地有助于减少斯里兰卡的粮食作物浪费。
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引用次数: 1
[Front matter] (前页)
Pub Date : 2021-09-16 DOI: 10.1109/scse53661.2021.9568299
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引用次数: 0
Comparison of supervised learning-based indoor localization techniques for smart building applications 基于监督学习的智能建筑室内定位技术比较
Pub Date : 2021-09-16 DOI: 10.1109/scse53661.2021.9568311
M. W. P. Maduraga, R. Abeysekara
Smart buildings involve modern applications of the Internet of Things (IoT). Intelligent buildings could include applications based on indoor localization, such as tracking the real-time location of humans inside the building using sensors. Mobile sensor nodes can emit electromagnetic signals in an ambient sensor network, and fixed sensors in the same network can detect the Received Signal Strength (RSS) from its mobile sensor nodes. However, many works exist for RSS-based indoor localization that use deterministic algorithms. It's complicated to suggest a generated mechanism for any indoor localization application due to the fluctuation of RSSI values. This paper has investigated supervised machine learning algorithms to obtain the accurate location of an object with the aid of Received Signal Strengths Indicator (RSSI) values measured through sensors. An available RSSI data set was trained using multiple supervised learning algorithms to predict the location and their average algorithm errors were compared.
智能建筑涉及物联网(IoT)的现代应用。智能建筑可以包括基于室内定位的应用程序,例如使用传感器跟踪建筑物内人类的实时位置。移动传感器节点可以在环境传感器网络中发射电磁信号,同一网络中的固定传感器可以检测来自其移动传感器节点的接收信号强度(RSS)。然而,许多基于rss的室内定位工作使用确定性算法。对于任何室内定位应用,由于RSSI值的波动,很难提出一个生成机制。本文研究了监督机器学习算法,通过传感器测量的接收信号强度指标(RSSI)值来获得物体的准确位置。使用多种监督学习算法训练可用的RSSI数据集来预测位置,并比较它们的平均算法误差。
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引用次数: 3
期刊
2021 International Research Conference on Smart Computing and Systems Engineering (SCSE)
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