scholarly journals Quality of Experience in Cyber-Physical Social Systems Based on Reinforcement Learning and Game Theory

2018 ◽  
Vol 10 (11) ◽  
pp. 108 ◽  
Author(s):  
Eirini Tsiropoulou ◽  
George Kousis ◽  
Athina Thanou ◽  
Ioanna Lykourentzou ◽  
Symeon Papavassiliou
Keyword(s):  
Game Theory ◽  
Reinforcement Learning ◽  
Time Management ◽  
Quality Of Experience ◽  
Social Systems ◽  
Cost Effective ◽  
Superior Performance ◽  
Operational Effectiveness ◽  
Effective Manner

This paper addresses the problem of museum visitors’ Quality of Experience (QoE) optimization by viewing and treating the museum environment as a cyber-physical social system. To achieve this goal, we harness visitors’ internal ability to intelligently sense their environment and make choices that improve their QoE in terms of which the museum touring option is the best for them and how much time to spend on their visit. We model the museum setting as a distributed non-cooperative game where visitors selfishly maximize their own QoE. In this setting, we formulate the problem of Recommendation Selection and Visiting Time Management (RSVTM) and propose a two-stage distributed algorithm based on game theory and reinforcement learning, which learns from visitor behavior to make on-the-fly recommendation selections that maximize visitor QoE. The proposed framework enables autonomic visitor-centric management in a personalized manner and enables visitors themselves to decide on the best visiting strategies. Experimental results evaluating the performance of the proposed RSVTM algorithm under realistic simulation conditions indicate the high operational effectiveness and superior performance when compared to other recommendation approaches. Our results constitute a practical alternative for museums and exhibition spaces meant to enhance visitor QoE in a flexible, efficient, and cost-effective manner.

Improving Quality of Experience of Subscribers through Post Deployment Network Planning in UMTS Cellular Networks

2012 ◽  
Vol 8 (3) ◽  
pp. 1-27
Author(s):  
Samir Kumar Sadhukhan ◽  
Swarup Mandal
Keyword(s):  
User Experience ◽  
Cellular Network ◽  
Quality Of Experience ◽  
Service Management ◽  
Cost Effective ◽  
Management Problem ◽  
Network Service ◽  
Heuristic Techniques ◽  
Effective Manner

It is an established fact that cost of churning is a common concern for being profitable in the cellular network service provider’s space. Service providers can view this problem as a service management problem and can have a solution to enhance the stickiness of subscribers by managing the quality of user experience. Quality of Experience (QoE) is important in contrast to Quality of Service (QoS). Three basic components of service management are stage, prop, and user experience. In this cellular network service context, network infrastructure acts as prop. Prop needs to be flexible to enable the personalization in providing the service. In reality the major challenge for a service provider is keep the fitment between prop and the dynamic changes in subscriber profile in a cost effective manner. To define the problem more precisely, the authors take the conventional UMTS cellular network. Here, operators have considered single-homing of RNCs to MSCs/SGSNs (i.e., many-to-one mapping) with an objective to generate service at lower cost over a fixed period of time. However, a single-homing network does not remain cost-effective and flexible anymore when subscribers later begin to show specific inter-MSC/SGSN mobility patterns over time. This necessitates post-deployment topological extension of the network in which some specific RNCs are connected to two MSCs/SGSNs via direct links resulting in a more complex many-to-two mapping structure in parts of the network. The authors formulate the scenario as a combinatorial optimization problem and solve the NP-Complete problem using three meta-heuristic techniques, namely Simulated Annealing (SA), Tabu search (TS), and Ant colony optimization (ACO). They then compare these techniques with a novel optimal heuristic search method that the authors propose typically to solve the problem. The comparative results reveal that the search-based method is more efficient than meta-heuristic techniques in finding optimal solutions quickly.

scholarly journals Video Quality of Experience Metric for Dynamic Adaptive Streaming Services Using DASH Standard and Deep Spatial-Temporal Representation of Video

2020 ◽  
Vol 10 (5) ◽  
pp. 1793
Author(s):  
Lina Du ◽  
Li Zhuo ◽  
Jiafeng Li ◽  
Jing Zhang ◽  
Xiaoguang Li ◽  
...  
Keyword(s):  
Video Compression ◽  
Quality Of Experience ◽  
Feature Vector ◽  
Video Quality ◽  
Superior Performance ◽  
Adaptive Streaming ◽  
Input Feature ◽  
Streaming Services ◽  
Content Characteristics

DASH (Dynamic Adaptive Streaming over HTTP (HyperText Transfer Protocol)) as a universal unified multimedia streaming standard selects the appropriate video bitrate to improve the user’s Quality of Experience (QoE) according to network conditions, client status, etc. Considering that the quantitative expression of the user’s QoE is also a difficult point in itself, this paper researched the distortion caused due to video compression, network transmission and other aspects, and then proposes a video QoE metric for dynamic adaptive streaming services. Three-Dimensional Convolutional Neural Networks (3D CNN) and Long Short-Term Memory (LSTM) are used together to extract the deep spatial-temporal features to represent the content characteristics of the video. While accounting for the fluctuation in the quality of a video caused by bitrate switching on the QoE, other factors such as video content characteristics, video quality and video fluency, are combined to form the input feature vector. The ridge regression method is adopted to establish a QoE metric that enables to dynamically describe the relationship between the input feature vector and the value of the Mean Opinion Score (MOS). The experimental results on different datasets demonstrate that the prediction accuracy of the proposed method can achieve superior performance over the state-of-the-art methods, which proves the proposed QoE model can effectively guide the client’s bitrate selection in dynamic adaptive streaming media services.

Real-Time Process Quality Monitoring Using Wireless Sensor-Embedded Rotary Tools for Fastening Operations

2007 ◽  
Author(s):  
Deepak T. Mohan ◽  
Jeffrey Birt ◽  
Can Saygin ◽  
Jaganathan Sarangapani
Keyword(s):  
Real Time ◽  
Lead Time ◽  
Value Added ◽  
Cost Effective ◽  
Base Station ◽  
Embedded Sensors ◽  
Optical Encoder ◽  
Effective Manner ◽  
Rotary Type

Fastening operations are extensively used in the aerospace industry and constitute for more than a quarter of the total cost. Inspection of fasteners is another factor that adds cost and complexity to the overall process. Inspection is usually carried out on a sampling-basis as a stand-alone process after the fastening process is completed. Lack of capability to inspect all fasteners in a cost effective manner and the need to remove non-value added activities, such as inspection by itself, in order to reduce the manufacturing lead time have been the motivation behind this study. This paper presents a novel diagnostics scheme based on Mahalanobis-Taguchi System (MTS) for monitoring the quality of rotary-type fastening operations in real-time. This approach encompasses (1) integrating a torque sensor, a pressure sensor, and an optical encoder on a hand-held rotary-type fastening tool; (2) obtaining process parameters via the embedded sensors and generating process signatures in real-time; and (3) detecting anomalies on the tool using a wireless mote that communicates the decision with a base station. The anomalies investigated in this study are the grip length variations as under grip and normal grip, and presence of re-used fasteners. The proposed scheme has been implemented on prototype rotary tool for bolt-nut type of fasteners and tested under a variety of experimental settings. The experimental results have shown that the proposed approach is successful, with an accuracy of over 95% in detecting grip lengths of fasteners in real-time during the process.

Efficacy of slow-release system for improving the quality of water in streams affected by mining activities

2020 ◽  
Author(s):  
Eung Seok Lee ◽  
Ryan Wolbert
Keyword(s):  
Mine Drainage ◽  
Slow Release ◽  
Cost Effective ◽  
Ecological Impacts ◽  
Polluted Water ◽  
Narrow Channels ◽  
Quality Of Water ◽  
Cost Effective Approach ◽  
Effective Manner

<p>Acid mine drainage (AMD) is considered as one of the most prevalent environmental problems worldwide and remediation of AMD-affected streams remains a major challenge due to the large affected areas, large volume of polluted water, poor accessibility, and lack of financial supports. Advanced oxidation processes (AOPs) have been widely investigated as potential remedial options for contaminated water bodies of variety of settings, such as groundwater and waste discharges. This study presents a novel cost-effective approach for utilizing AOPs on improving quality of AMD-affected streams. Slow-release cylinders and pellets were created using polymeric binder and reagent salts that release strong oxidant and alkalinity upon dissolution in water. Results of column tests demonstrated that release durations were over 29 days and up to 100% iron removal was achieved within 20 minutes. Field-scale slow-release forms were manufactured and applied to an AMD site in southeast Ohio, USA for a 29-day demonstration study. Narrow channels were constructed for installation of slow-release forms and characterization of quality and flow of mine seeps and AMD stream during low subsurface flow periods. Results of field investigations suggest that the slow-release forms can be used to rapidly remove metals from AMD, as well as improve water parameters such as pH and minimize ecological impacts of remediation within the system in cost-effective manner.</p><p> </p>

scholarly journals An Improved In Vitro Pyrogen Test To Detect The Presence of Endotoxin Containing Bacteria Using Limulus Amoebocyte Lysate Assay From Pharmaceutical Raw Product

1970 ◽  
Vol 1 (1) ◽  
pp. 76-79
Author(s):  
Tanvir Bashar ◽  
Khondokar Mahzebin Shurovi ◽  
Sanjida Dilshad
Keyword(s):  
Pathogenic Bacteria ◽  
Raw Materials ◽  
Cost Effective ◽  
Drug Preparation ◽  
Effective Manner ◽  
Key Word ◽  
Pseudomonas Species ◽  
Lal Assay

Most of the environmental organism possess endotoxin which presence indicates the organisms are much lethal and for the purposes bacteriological quality of pharmaceutical raw products is much important. In these current study, 2 raw materials out of 10 were found to containing pathogenic bacteria Escherichia coli and Pseudomonas species in the culture medium, that indicates the raw materials were contaminated with the deadly organism. These two raw materials checked for the presence of Endotoxin and both provided positive gel clot by Limulas amoebocyte lysate (LAL) assay. Quality maintenance and assurance is the essential need of Drug preparation in pharmaceutical sector. The result ensure that Pharmaceutical industry should need to follow GMP and HACCP to minimize the contamination for improving the biological safety of the product in a cost-effective manner. Key Word: Limulas amoebocyte lysate (LAL) assay, Gram negative bacteria, endotoxin. doi:10.3329/sjps.v1i1.1812    S. J. Pharm. Sci. 1(1&2): 76-79

scholarly journals Does arthroscopic subacromial decompression improve quality of life

2015 ◽  
Vol 97 (3) ◽  
pp. 221-223 ◽  
Author(s):  
U Butt ◽  
A Whiteman ◽  
J Wilson ◽  
E Paul ◽  
B Roy
Keyword(s):  
Quality Of Life ◽  
Cost Effective ◽  
Decompression Surgery ◽  
Subacromial Decompression ◽  
Oxford Shoulder Score ◽  
Effective Manner ◽  
The Mean ◽  
Arthroscopic Subacromial Decompression ◽  
Shoulder Score

Introduction There has been a significant rise in the volume of subacromial decompression surgery performed in the UK. This study aimed to determine whether arthroscopic subacromial decompression improves health related quality of life in a cost effective manner. Methods Patients undergoing arthroscopic subacromial decompression surgery for impingement were enrolled between 2012 and 2014. The Oxford shoulder score and the EQ-5D™ instruments were completed prior to and following surgery. A cost–utility analysis was performed. Results Eighty-three patients were eligible for the study with a mean follow-up duration of 15 months (range: 4–27 months). The mean Oxford shoulder score improved by 13 points (95% confidence interval [CI]: 11–15 points). The mean health utility gain extrapolated from the EQ-5D™ questionnaire improved by 0.23 (95% CI: 0.16–0.30), translating to a minimum cost per QALY of £5,683. Conclusions Subacromial decompression leads to significant improvement in function and quality of life in a cost effective manner. This provides justification for its ongoing practice by appropriately trained shoulder surgeons in correctly selected patients.

A multi-agent reinforcement learning based approach to Quality of Experience control in Future Internet networks

2015 ◽  
Author(s):  
Battilotti Stefano ◽  
Delli Priscoli Francesco ◽  
Gori Giorgi Claudio ◽  
Monaco Salvatore ◽  
Panfili Martina ◽  
...  
Keyword(s):  
Reinforcement Learning ◽  
Quality Of Experience ◽  
Future Internet ◽  
Multi Agent ◽  
Internet Networks

scholarly journals A Quantitative Research on The Effectiveness of The Implementation of Supply Chain Management, Logistics & Marketing Function - The Greek Paradigm

2019 ◽  
Vol 4 (6) ◽  
Author(s):  
Joel Chiadikobi Nwaubani ◽  
Artemis Tsianta ◽  
Magdalini Zelka
Keyword(s):  
Customer Service ◽  
Quantitative Research ◽  
Cost Effective ◽  
Trade Flows ◽  
Sustainable Competitive Advantage ◽  
Marketing Function ◽  
Effective Manner ◽  
Geographical Position ◽  
Quality Of Products

In today's era of high competition and globalisation, it is an indisputable fact that customers are more demanding not only in the quality of products but also on the services provided. Consequently, the pressure on companies to discover new ways to create and provide quality to their customers has increased much more. More specifically, customer service has become a key tool for diversification, as culture and customer demands are constantly increasing. Greece stands on a strategic crossroad for the development of transportation in the greater region of Europe, Asia and Africa. Its geographical position renders it highly attractive for investments in logistics and transport to take advantage of these increasing trade flows in an efficient and cost-effective manner. In this paper, we carried out a quantitative research in Greece using a questionnaire to analyse the importance and effectiveness of the application of logistics in businesses with regard to customer service, which serve as a critical source of sustainable competitive advantage. By applying this method, a business will have its customers satisfied, thereby giving them the motivation to remain loyal and faithful to their purchasing practices within the company.

PROJECT-BASED LEARNING OBJECTIVES AND CHALLANGES

2018 ◽  
Vol 28 (3) ◽  
pp. 803-807
Author(s):  
Maja Stanojević Gocić ◽  
Goran Petković
Keyword(s):  
Time Management ◽  
Teaching And Learning ◽  
Modern Technology ◽  
Project Based Learning ◽  
Assessment Tools ◽  
Project Work ◽  
Management Tools ◽  
Effective Manner ◽  
Complex Project

The utilization of new and modern technology tools has changed the ways of learning and obtaining knowledge. Project-based learning (PBL) is a type of learning that encourages students to apply their knowledge for solving interdisciplinary problems. It is used as an approach to build students’ thinking competencies, as well as communication and collaboration skills. In addition, it can help teachers to create flexible teaching and learning environment based on applying technological tools for presenting materials, assessing quality of students’ project work, planning and managing project tasks, activities, and deadlines. Content development tools and assessment tools are beneficial for students and should be used in an effective manner. On the other side, time management tools can help teachers to design and plan the successful execution of project activities, or efficient use of classroom time. Collaboration tools enable teachers to be close to students throughout the project, and enable students to collaborate with each other in the same organization and beyond, with professionals and experts from the field of task management. Different types of content can be used for transferring and acquiring knowledge, such as interactive presentations, movies, spreadsheets, diagrams and social media. PBL web platforms can be used to publish and share materials with students, and help them to improve their capacities in solving problems and facing challenges. Teachers can define multi-step projects and teach students how to use project management tools, including strategies and standards. Students learn how to assess the quality of their work from their projects. Students’ projects and working on project tasks are presented, discussed and elaborated after their successful completion. Feedbacks can help both students and teachers to improve their future activities and the quality of their work, as well as their way of thinking about the problem. Public presentation of students’ work can demonstrate what students know and what they can do. Past project-based learning performances can help teachers to mange project activities, design and plan project tasks, and assess students’ attainments. Project-based learning allows students to develop creative freedom and innovative way of solving problems. Furthermore, students learn how to become effective team members and leaders that can complete complex project tasks. According to the results of this study, students are satisfied with project-based learning activities, and project-based tasks that can be integrated in study programmes.

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