2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA)最新文献_第9页

Distributed and Context Aware Application of Deep Neural Networks in Mobile 3D-Multi-sensor Systems Based on Cloud-, Edge- and FPGA-Computing 基于云计算、边缘计算和fpga计算的移动3d多传感器系统中深度神经网络的分布式和上下文感知应用

2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA) Pub Date : 2020-04-01 DOI: 10.1109/ICIEA49774.2020.9101915

Grischan Engel, Faraz Bhatti, Thomas Greiner, M. Heizmann, F. Quint

{"title":"Distributed and Context Aware Application of Deep Neural Networks in Mobile 3D-Multi-sensor Systems Based on Cloud-, Edge- and FPGA-Computing","authors":"Grischan Engel, Faraz Bhatti, Thomas Greiner, M. Heizmann, F. Quint","doi":"10.1109/ICIEA49774.2020.9101915","DOIUrl":"https://doi.org/10.1109/ICIEA49774.2020.9101915","url":null,"abstract":"The use of deep neural networks (DNN) for 3Dimage processing significantly enhances visual cognition of mobile systems by considering spatial information. However, training and execution require high computing power. This is crucial in applications with real-time constraints since mobile systems have limited resources. Current approaches do not consider the usage of 3D-sensing. Furthermore, suggested system architectures solely focus on cloud- and edge-computing in combination with load balancing and parallelization for a distributed execution of DNNs. In contrast, we propose a novel system architecture for the distributed and context aware usage of DNNs for image processing tasks in mobile 3D-multi-sensor systems. Thereby, the scalable cloud- and edge-infrastructure is complemented by realtime capable and energy-efficient FPGA-computing. The publishsubscriber pattern facilitates the distributed execution of DNNs as well as their dynamic deployment. Moreover, context information is considered. Thus, a rule-based context model dynamically loads specialized DNNs and selects appropriate devices for execution. Finally, a case-study on a mobile 3D-multi-sensor system for wheeled walkers demonstrates applicability and benefits of the proposed approach.","PeriodicalId":306461,"journal":{"name":"2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA)","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132066672","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 3

Incorporating a Reverse Logistics Scheme in a Vehicle Routing Problem with Cross-Docking Network: A Modelling Approach 将逆向物流方案纳入交叉对接网络车辆路径问题的建模方法

2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA) Pub Date : 2020-04-01 DOI: 10.1109/ICIEA49774.2020.9101972

A. T. Widjaja, A. Gunawan, Panca Jodiawan, V. Yu

引用次数: 5

Using Failure And Repair Data For Performance Evaluation of NPK Fertilizer Production Line 利用故障和修复数据进行氮磷钾肥料生产线性能评价

2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA) Pub Date : 2020-04-01 DOI: 10.1109/ICIEA49774.2020.9101984

Riyan Nuryanto, R. Nurcahyo, Farizal

引用次数: 4

E-healthcare: Child Monitoring Health System (CHMS) with SMS Functionality 电子医疗保健:具有短信功能的儿童监测健康系统(CHMS)

2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA) Pub Date : 2020-04-01 DOI: 10.1109/ICIEA49774.2020.9101976

Gloren S. Fuentes, G. L. Intal

引用次数: 3

Stochastic Health Examination Scheduling Problem based on Genetic Algorithm and Simulation Optimization 基于遗传算法和仿真优化的随机健康检查调度问题

2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA) Pub Date : 2020-04-01 DOI: 10.1109/ICIEA49774.2020.9102114

Dan Liu, Na Geng

引用次数: 2

Customer Churn Prediction for a Software-as-a-Service Inventory Management Software Company: A Case Study in Thailand 软件即服务库存管理软件公司客户流失预测:泰国案例研究

2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA) Pub Date : 2020-04-01 DOI: 10.1109/ICIEA49774.2020.9102099

Phongsatorn Amornvetchayakul, N. Phumchusri

引用次数: 3

Layout Planning Problem in an Innovative Parcel Sorting System Based on Automated Guided Vehicles 基于自动引导车辆的新型包裹分拣系统布局规划问题

2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA) Pub Date : 2020-04-01 DOI: 10.1109/ICIEA49774.2020.9102081

Lanfang Zi, Benhe Gao

引用次数: 5

A New Robust Optimization Approach to Deal with Dependent Uncertain Parameters 一种新的鲁棒优化方法处理相关不确定参数

2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA) Pub Date : 2020-04-01 DOI: 10.1109/ICIEA49774.2020.9102070

A. Mostofi, Vipul Jian, M. Momeni

引用次数: 2

Ergonomic Interventions for the Transport Vehicle Drivers 交通车辆驾驶员的人机工程学干预

2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA) Pub Date : 2020-04-01 DOI: 10.1109/ICIEA49774.2020.9102054

R. Estember, Kevin Ray T. Espinosa

{"title":"Ergonomic Interventions for the Transport Vehicle Drivers","authors":"R. Estember, Kevin Ray T. Espinosa","doi":"10.1109/ICIEA49774.2020.9102054","DOIUrl":"https://doi.org/10.1109/ICIEA49774.2020.9102054","url":null,"abstract":"Musculoskeletal disorders (MSD) affect workers in many occupations including transport drivers. Individual studies on musculoskeletal disorders from jeepney, taxi, and bus drivers were undertaken but there is no study to evaluate these three transport drivers and provide ergonomic interventions among them. In this regard, the paper intends to assess the degree of musculoskeletal disorders on significant factors affecting the three transport motor vehicles with respect to demographic profiles and tasks drivers perform. It also intends to assess the level of musculoskeletal discomforts of body parts of transport motor vehicle drivers from the identified significant factors, and propose ergonomic interventions to address prevalence of musculoskeletal disorders among the three transport drivers. Assessment on the MSDs of these transport drivers using CMDQ and RULA were undertaken. Moreover, the analysis of significance among various factors to their body parts was undertaken using the Chi-square test and regression analysis. The results showed that there was significant association on the body parts of jeepney, taxi and bus drivers on the CMDQ and RULA values. The three transport drivers indicated that their neck, lower back, lower legs, upper arm and wrists were the top five most common body parts with MSDs. As such, the paper recommends proposed ergonomics interventions for these four body parts.","PeriodicalId":306461,"journal":{"name":"2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125775576","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 3

Experimental Investigation of Relationship between Cutting Force, Vibration Frequency and Temperature Gradient During Robotic Assisted Bone Drilling 机器人辅助骨钻过程中切削力、振动频率和温度梯度关系的实验研究

2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA) Pub Date : 2020-04-01 DOI: 10.1109/ICIEA49774.2020.9101959

A. Orelaja Oluseyi, Xingsong Wang, Kaiwei Ma, Tianzheng Zhao, D. Ibrahim, U. Sharif

{"title":"Experimental Investigation of Relationship between Cutting Force, Vibration Frequency and Temperature Gradient During Robotic Assisted Bone Drilling","authors":"A. Orelaja Oluseyi, Xingsong Wang, Kaiwei Ma, Tianzheng Zhao, D. Ibrahim, U. Sharif","doi":"10.1109/ICIEA49774.2020.9101959","DOIUrl":"https://doi.org/10.1109/ICIEA49774.2020.9101959","url":null,"abstract":"Bone drilling processes are often carried out in numerous surgical areas in all operational theatre room in various hospitals across the world, these processes includes orthopedic surgeries, which is mending and fixing of broken bones. Bone drilling is classed as one of the most sensitive milling processes in biomedical engineering field. One of the most critical problems encountered during bone drilling is high cutting force which causes an increase in temperature rise more than the tolerable limit. Optimum concentration is also needed, in order to avoid extended cracks due to high vibration which could also cause more damage to the surrounding tissues, experimental results showed that it is better to keep bone external temperature below 50°C, if exceeded, the bone could be exposed to serious damage called thermal osteonecrosis which can result to loose of bone implant interface. Previous studies are only limited to investigate the relationship between the cutting force and temperature. However, the concept of this research work is an eye opener, which will also help us to predict the relationship between drilling vibration frequency and the temperature rise of the bone. Our discovery shows that vibrational drilling is good for surgical bone drilling, when applied moderately, a drastic reduction in bone temperature was observed, this could be used as a standard procedure to prevent necrosis during surgical bone drilling. Reduction in the cutting force and increase vibrational (frequency) is good for bone drilling, and this is to be investigated in this research work.","PeriodicalId":306461,"journal":{"name":"2020 IEEE 7th International Conference on Industrial Engineering and Applications (ICIEA)","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125995365","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 2