scholarly journals Multiple Channel Integration Quality Assessment Method Using NARX

Complexity ◽  
2020 ◽  
Vol 2020 ◽  
pp. 1-9
Author(s):  
Xiaolei Wang ◽  
Yingzhao He
Keyword(s):  
Purchase Intention ◽  
Evaluation Method ◽  
Assessment Method ◽  
Entropy Method ◽  
Gray Relational Analysis ◽  
Standard Samples ◽  
Multiple Channel ◽  
Channel Integration ◽  
Relational Degree ◽  
Narx Model

To improve the accuracy of the multiple channel integration quality (MCIQ) evaluation, this paper proposes a comprehensive evaluation method using the nonlinear autoregressive exogenous model (NARX) and constructs an index system. First, the entropy method is used to determine the objective weight of each indicator. The indicators used in this paper are process consistency, information consistency, emotional value, procedural value, service structure transparency, online result value, business relevance, and online purchase intention. Second, an improved gray relational analysis (GRA) algorithm is used to obtain the comprehensive gray relational degree between the above eight indicators’ standard samples and the tested samples. Then, this study uses the dataset preprocessed with the GRA algorithm for training the NARX model. Then, this study uses the trained model to evaluate the quality of multiple channel integration comprehensively. Next, this study uses standardized methods to quantify the evaluation results to provide new ideas and theoretical guidance for teaching traditional retailers to use the advantages of multiple channels to expand their online business. This paper uses 50,000 consecutive samples of a product for 3 months as a dataset in the experimental part. Through the GRA method and the NARX model, the comprehensive gray relational degree between the test sample and the ideal sample is obtained, and the results are quantified. Experiments show that, compared with the GRA method, this paper’s method has a higher degree of fit between the output value and the target value.

Battle damage assessment of surface warship formation based on improved gray relational analysis

2017 ◽  
Vol 15 (3) ◽  
pp. 269-278
Author(s):  
Zhuojie Xie ◽  
Yuhui Wang ◽  
Qingxian Wu
Keyword(s):  
Damage Assessment ◽  
Entropy Method ◽  
Relational Model ◽  
Reference Sequence ◽  
Gray Relational Analysis ◽  
Analytic Hierarchy ◽  
Relational Analysis ◽  
Relational Degree ◽  
Battle Damage Assessment ◽  
Pros And Cons

The paper analyzes the pros and cons of classical gray relational analysis on solving multi-target and multi-attribute problems, and presents an improved gray relational model to assess the battle damage of surface warship formations. First, with an entropy method and analytic hierarchy process, the subjective and objective weights of the index attributes are determined, respectively, and then they are combined with the product method to obtain the combined weight. Second, to make full use of the information carried by the index attributes, a polygon area formed by the adjacent points of the reference sequence curve and alternative sequence curve is used as gray relational coefficient. Third, by combining with the combined weight and the gray relational coefficients, an improved gray relational degree is thus determined. Finally, the numerical results illustrate that the battle damage assessment is generally consistent with the assessment results of experts, and the achieved result will provide important information to make a correct decision for carrying out a next strike.

Research on Oil Depot Safety Evaluation Based on Dow Chemical Fire and Explosion Index Assessment Method

2013 ◽  
Vol 748 ◽  
pp. 1256-1261
Author(s):  
Shou Hui He ◽  
Han Hua Zhu ◽  
Shi Dong Fan ◽  
Quan Wen
Keyword(s):  
Production Management ◽  
Evaluation Method ◽  
Risk Index ◽  
Safety Evaluation ◽  
Assessment Method ◽  
Theoretical Ground ◽  
Potential Hazard ◽  
Process Unit ◽  
Safety Production ◽  
Fire And Explosion

At the present time, the Dow Chemical Fire and Explosion Index (F&EI) is a kind of risk index evaluation method that is comprehensively used in evaluating potential hazard, area of exposure, expected losses in case of fire and explosion, etc. As the research object to oil depot storage tank area, this article ultimately confirms establishing appropriate pattern of process unit as well as reasonable safety precautions compensating method, in order to insure the reasonableness of evaluating result, by means of selecting process unit, confirming material factor and compensating safety precautions, using F&EI method. This can provide the basis for theoretical ground in aspect of oil depot development and safety production management.

scholarly journals A COMPETENCY EVALUATION METHOD OF HUMAN RESOURCES MANAGERS BASED ON MULTI-GRANULARITY LINGUISTIC VARIABLES AND VIKOR METHOD

2012 ◽  
Vol 18 (4) ◽  
pp. 696-710 ◽  
Author(s):  
Peide Liu ◽  
Xingying Wu
Keyword(s):  
Human Resources ◽  
Evaluation Method ◽  
Comprehensive Evaluation ◽  
Indicator System ◽  
Entropy Method ◽  
Linguistic Variables ◽  
Vikor Method ◽  
Evaluation Indexes ◽  
Human Resources Managers ◽  
Competency Evaluation

According to the characteristics of human resources managers’ competency and the research of relevant literatures at home and abroad, a competency evaluation method of human resources managers based on multi-granularity linguistic variables and VIKOR method is proposed. Firstly, the evaluation indicator system based on the competency of human resources managers is constructed. Then, by converting the evaluation information of different experts in different granularity to the same granularity by two-semantics, the comprehensive evaluation values can be obtained by integrating information of different experts. Further, the objective weights of the evaluation indexes were determined by the entropy method and an evaluation method were proposed based on the VIKOR method. Finally, an application example is given to illustrate the evaluation procedures of the developed approach and to demonstrate their practicality and effectiveness.

Nondestructive Evaluation Method of Average Grain Size in TWIP Steel by Laser Ultrasonic

2018 ◽  
Vol 913 ◽  
pp. 324-330
Author(s):  
Yan Jie Zhang ◽  
Xiao Chen Wang ◽  
Quan Yang ◽  
Ren Jie Xue ◽  
An Min Yin
Keyword(s):  
Grain Size ◽  
Manufacturing Industry ◽  
Evaluation Method ◽  
High Efficiency ◽  
Standard Sample ◽  
Twip Steel ◽  
Test Sample ◽  
Standard Samples ◽  
Laser Ultrasonic ◽  
Average Grain Size

TWIP steel has the characteristics of high elongation and high tensile strength at room temperature, and therefore it is widely used in the automobile manufacturing industry. Since the grain size has a very important influence on its mechanical properties and corrosion resistance it is significant to study the average grain size of TWIP steel. In this experiment, the specimens were heated to 700~1000°C and preserved for one hour, and the recrystallized structures with different average grain sizes were obtained. All the samples were tested by laser ultrasonic experimental platform and the standard sample was selected. Then the attenuation coefficients of remaining samples were compared with the standard samples by conventional methods. The results showed that the larger the difference between the average grain size of the test sample and the standard sample is, the greater the error of the test will be. The new evaluation model was established by the improved method, and the prediction error was reduced to 5.44~11.61%, which proved the effectiveness of the new method. In addition, laser ultrasonic testing has the advantages of high efficiency and no damage compared with traditional methods.

scholarly journals Possible Assessment Method of Green Infrastructure in the Case of Small Town Keszthely, Hungary

Land Science ◽  
2020 ◽  
Vol 2 (2) ◽  
pp. p21
Author(s):  
Vera Iváncsics ◽  
Krisztina Filepné Kovács
Keyword(s):  
Green Infrastructure ◽  
Environmental Planning ◽  
Evaluation Method ◽  
Assessment Method ◽  
Policy Implications ◽  
Current Status ◽  
Field Surveys ◽  
Further Development ◽  
The Eu

Recently the planning of green infrastructure (GI) has become a general practice around metropolis (Paris, München, Budapest, etc). A complex methodology is required that goes beyond the scope of traditional green surface systems. However, there are various policy implications in the EU, the smaller towns are lagging to apply them. The paper presents a potential evaluation method through the case study of Keszthely, HU. As Keszthely at Balaton Riviera, is a popular touristic target of CEE, the environmental planning is an essential part of sustainable development. After a literature analyses of assessment methods of GI and ecosystem services, the aspects of GI have been valued on grade scales, based on field surveys and indicators. The current status of the GI was surveyed which is a base for further development and monitoring activities. The paper introduces the methodology, which contributes to preservation of ecosystems.

scholarly journals Research on Anomalous Behavior Detection and Dangerousness Assessment among Civil Aviation Passengers at Checkpoints

2021 ◽  
Author(s):  
Haibin Shen ◽  
yan Zhang
Keyword(s):  
Neural Network ◽  
Index System ◽  
Evaluation Method ◽  
Assessment Method ◽  
Anomalous Behavior ◽  
Civil Aviation ◽  
Risk Level ◽  
Neural Network Method ◽  
Behavior Detection ◽  
Network Method

Abstract Traditional civil aviation security check measures are focused on baggage rather than passengers. The goal of this study is to enhance the level and effectiveness of security measures. We propose an anomalous behavior detection technique for civil aviation passengers and a passenger risk-assessment method based on a neural network method. A large number of real cases were analyzed and summarized to extract indicators of anomalous behavior of civil aviation passengers, and an index system was developed to detect anomalous behavior of passengers at checkpoints. A neural network method was used to evaluate the passengers and classify the risk level to detect potentially dangerous personnel, monitor people, and create an emergency warning system. The synthetic minority oversampling technique (SMOTE), the conjugate gradient method, and a multilayer perceptron neural network were used to classify the risk level of passengers at checkpoints. The results demonstrated that the proposed index system and evaluation method were well suited to deal with the ambiguity and uncertainty in the recognition process. The anomalous behavior of civil aviation passengers at checkpoints and the associated threat level were accurately identified.

scholarly journals Evaluasi Program Pembelajaran Sejarah Terintegrasi dalam Mata Pelajaran IPS Di SMPN 4 Kota Bekasi

2018 ◽  
Vol 7 (1) ◽  
pp. 1-28
Author(s):  
Kurniawati Kurniawati
Keyword(s):  
Social Studies ◽  
Secondary School ◽  
Evaluation Method ◽  
Assessment Method ◽  
Program Goal ◽  
Responsive Evaluation ◽  
History Learning ◽  
Implementation Assessment ◽  
Research Show ◽  
Three Components

This research explores the history learning which is integrated to IPS subject or also known as social studies at secondary school in SMPN 4 Kota Bekasi. The Method used in this research was evaluation method which employed responsive evaluation developed by Stake. Responsive evaluation by Stake used responsive clock as guided stages for evaluator. There were three components of evaluation following his earlier countenance model antecedent, transactions and outcomes. The things considered as antecedent were policy of the program, goal of the program, curriculum, book, means and infrastructure, and teacher’s competency. The things considered as transactions were lessons plan, instructional implementation, assessment, method and media of instructions. The results of the research show that there were several problems in the school related to program being evaluated, therefore several recommendation are given to IPS’s teacher, headmaster, government and also parents and community.   Penelitian ini bertujuan untuk mendeskripsikan pembelajaran sejarah yang terintegrasi dalam mata pelajaran IPS atau yang dikenal juga sebagai social studies di sekolah menengah pertama SMPN 4 Kota Bekasi. Metode yang digunakan dalam penelitian ini adalah metode evaluasi yang menggunakan model evaluasi responsive yang dikembangkan oleh Stake. Evaluasi responsive yang dikembangkan oleh Stake menggunakan responsive clock sebagai panduan bagi evaluator. Terdapat tiga komponen evaluasi mengikuti model countenance yang telah dikembangkan sebelumnya oleh   Stake   yaitu   komponen   antecedent,   komponen   transactions   dan   komponen outcomes. Termasuk komponen antecedent adalah kebijakan program, tujuan program, kurikulum, buku, sarana prasarana, dan kompetensi guru. Termasuk dalam komponen transactions adalah perencanaan pembelajaran, pelaksanaan pembelajaran, metode pembelajaran, media pembelajaran dan penilaian proses pembelajaran. Hasil penelitian menunjukkan bahwa terdapat beberapa masalah di sekolah berkaitan dengan program pembelajaran sejarah yang terintegrasi dalam   mata pelajaran IPS di SMP N 4 Kota Bekasi, sehingga beberapa saran diberikan kepada sekolah dan guru, MGMP, pemerintah, orang tua dan masyarakat.

Motion Performs Evaluation of a Numerical Machine Tool Based on Extenics Theory

2013 ◽  
Vol 433-435 ◽  
pp. 1161-1164
Author(s):  
Chen Liu ◽  
Xiang Li Bu
Keyword(s):  
Machine Tool ◽  
Evaluation Method ◽  
Element Model ◽  
Weight Coefficient ◽  
Numerical Control ◽  
Control Machine Tool ◽  
Analytic Hierarchy ◽  
Evaluation Indexes ◽  
Relational Degree ◽  
Control Machine

Abstract: In order to evaluate motion performs of a numerical control machine tool objectively, the matter-element model for the motion performs evaluation of the NC was established based on extenics theory, the motion performs evaluation indexes of NC was made of multiple elements. The relational degree was calculated by introducing the relational function in the extension set theory, and the evaluation indexes weight coefficient of NC were defined by using the 1-9 scale law in AHP (the analytic hierarchy process). A numerical control machine tool as a study object, the motion performs was studied by using the extenics theory. The result indicated that the motion performs of this NC was good, the evaluation method possesses a certain practicability.

scholarly journals Chinese Herbal Medicine Hepatotoxicity: The Evaluation and Recognization Based on Large-scale Evidence Database

2019 ◽  
Vol 20 (2) ◽  
pp. 138-146 ◽  
Author(s):  
Zhi Liu ◽  
Xin He ◽  
Lili Wang ◽  
Yunhua Zhang ◽  
Yue Hai ◽  
...  
Keyword(s):  
Herbal Medicine ◽  
Liver Injury ◽  
Chinese Herbal Medicine ◽  
Large Scale ◽  
Evaluation Method ◽  
Liver Toxicity ◽  
Assessment Method ◽  
Chinese Herbs ◽  
Data Resource ◽  
Chinese Herbal

Background:Due to the special nature of Chinese Herbal medicine and the complexity of its clinical use, it is difficult to identify and evaluate its toxicity and resulting herb induced liver injury (HILI).Methods:First, the database would provide full profile of HILI from the basic ingredients to clinical outcomes by the most advanced algorithms of artificial intelligence, and it is also possible that we can predict possibilities of HILI after patients taking Chinese herbs by individual patient evaluation and prediction. Second, the database would solve the chaos and lack of the relevant data faced by the current basic research and clinical practice of Chinese Herbal Medicine. Third, we can also screen the susceptible patients from the database and thus prevent the accidents of HILI from the very beginning.Results:The Roussel Uclaf Causality Assessment Method (RUCAM) is the most accepted method to evaluate DILI, but at present before using the RUCAM evaluation method, data resource collection and analysis are yet to be perfected. Based on existing research on drug-metabolizing enzymes mediating reactive metabolites (RMs), the aim of this study is to explore the possibilities and methods of building multidimensional hierarchical database composing of RMs evidence library, Chinese herbal evidence library, and individualized reports evidence library of herb induced liver injury HILI.Conclusion:The potential benefits lie in its ability to organize, use vast amounts of evidence and use big data mining techniques at the center for Chinese herbal medicine liver toxicity research, which is the most difficult key point of scientific research to be investigated in the next few years.

Sign in / Sign up

Export Citation Format

Share Document