Differential evolution is one of the most efficient optimization algorithms for solving complication problems including single objective multiobjective and many-objective optimization. It is a stochastic population-based search approach for optimization over the continuous space. The main advantages of differential evolution are simplicity robustness and high speed of convergence. The Advanced Fuzzy-based Multiobjective Differential Evolution (AFMDE) that exploits three performance metrics specifically hypervolume spacing and maximum spread to measure the state of the evolution process. The fuzzy inference rules are applied to these metrics in order to adaptively adjust the associated control parameters of the chosen mutation strategy used in AFMDE. The optimization algorithm will stop the evolution process if the number of iterations reaches the stopping criteria which usually is the maximum number of iterations. Then the optimization algorithm delivers the optimal solution founded. However sometimes if the maximum number of iterations is not appropriately defined the found solutions may not be the optimal ones. In case of the optimization algorithm has found the optimal solutions but it must continue the evolution process because the stopping criteria are not met. This can cause unnecessary using of high computational resources and time-consuming. Therefore this research study proposed the stopping criteria based on performance metrics feedback for AFMDE. The efficiency of the proposed criteria combined with AFMDE is evaluated on the well-known ZDT benchmark test suites.

“The Development of Decoupaged Lanna Pattern Bamboo Curl Folk Craft by Ban Rong Don Chai Community in Sarapee Chiang Mai of Thailand” research project’s objectives are 1) To design Thai Lanna pattern for decorates the decoupaged bamboo curl folk craft 2) To survey the decoupaged bamboo curl folk craft customers satisfaction 3) To provide the knowledge and technology on Decoupaged Lanna Bamboo Curl Folk developing The research instrument is a target satisfaction survey which has been analyzed on descriptive statistics . Studied and designed unique Lanna patterns from 3 important religious places of Chiang Mai- Wat Pra Singha Woramahawihan Wat Duang Dee and Wat Chedi Luang which has their own different outstanding Lanna art. 1) Splendid stucco art from Wat Pra Singha Woramahawihan 2) Finely wood carving art from Wat Duang Dee 3) Brilliant Lacquer and gold leaves art from Wat Chedi Luang Woramahawihan Their outstanding Lanna art has inspired a new design which has developed to use for decorating the Lanna bamboo curl folk craft such as home decor souvenirs and home utensils. 25 targets of the satisfaction survey have been impressed on “The Development of Decoupaged Lanna Pattern Bamboo Curl Folk Craft by Ban Rong Don Chai Community in Sarapee Chiang Mai of Thailand” research project. Considering on each field- subject curriculum design expert materials facilities value and utility got the highest impressions scores. The overall averages also shows that every fields got the impression score on ‘most satisfied’

Changing in the present era led Rajamangala University of Technology Phra Nakhon needed to emphasize on its policies to comply with the national policy related to the creative ideas for the development of innovations internet learning forming Smart Farmer & Smart Startup and the specialist labors. Thus this was for the Thai society to step into the “innovation driven economy.” In response to the national policy it aimed at the university development toward basic changes in persons and organization adjustment to become university 4.0 together with the academic line to answer for the needs of problem solution and develop to become equivalent with other universities. According to this significance the researcher interested to study on the relationship among transformational leadership the follower’s adjustment and the follower’s performance. The research objectives were 1) to study on the relationship between the transformational leadership and the follower’s adjustment and; 2) to study on the relationship between the follower’s adjustment and the follower’s performance. Thus this would be used as the guideline to develop the administrative tasks in the organization and any units for the effectiveness and efficiency. This quantitative research adopted questionnaire as the research instrument. Data was collected from 270 samples. Data analysis was done through the use of CFA to seek for the relationship of the variables and the hypotheses were tested by the Structural Equation Modeling: SEM. The result of the research shows that transformational leadership with ideology forming inspiration intellectual stimulation and individual consideration had lesser than 5 p-value in all aspects. Thus it can be concluded that all 4 forms of the transformational leadership had the positive relationship with the follower’s adjustment while the follower’s adjustment also had the positive relationship with the follower’s performance. Therefore according to the research results the organization leader shall forsee and aware on the significance of leadership in form of leader with ideology vision ability in emotional management and good ethic motivated for the work inspiration forming attitude and stimulate the soul of followers to have creative ideas and new innovations amid the condition of changes in the present era.

The objective of this project Photocopying Document Management System managed photocopying requirements of employees in Faculty of science. This system can used to track and manage photocopying tasks and store photocopying requirements. Moreover the system can summarize total number of paper usage and calculate statistic of user’s satisfaction. The Photocopy Document Management System is a web application which is developed by using PHP and MySQL. The overall of Photocopying Document Management System user’s satisfaction is at the greatest level which is the total average at 4.79 and the standard deviation at 0.12. the system can perform all of expectations.

The Online Equipment Inventory System for Subdivision of Supplies Case study at Faculty of Science and Technology is developed based on web application by using PHP and Laravel framework. The purposes of this system are firstly to systematically manage the database system of the asset equipment in the Faculty of science and technology. Secondly to increase the searching process rapidity and to create the summarize reports in PDF format. Lastly to produce the QR code for verified the asset equipment. This system is consists of the administrators and system users. In the part of satisfied evaluation the system is evaluated by the example target officers group. The overall result of satisfaction score is 4.10 which means the system can fulfill the requirement in a good level. Moreover when considering in each part of satisfaction; 1. design part 2. efficiency and functional part and 3. system satisfaction part the result scores are 3.96 4.18 and 4.06 consequently. In conclusion the Online Equipment Inventory System for Subdivision of Supplies Case study at Faculty of Science and Technology is work properly.