this research is to study basic information. furniture design and heritage project of northern thai people from hand woven fabric of muang long textile learning center and natural dyeing long district phrae province in accordance with the objective of studying the theory of arts and culture of northern thai people from hand woven fabric long district phrae province to develop and promote furniture set designs from chok cloth hand-woven allowing the arts and culture of the northern people to modern styles according to current design trends. in order to design furniture sets from hand woven chok cloth to have identity and uniqueness to meet industry standards that can be used in everyday life and able to export to the international market the research focuses on 2 main points: 1) designing furniture sets from the northern thai arts and culture from hand woven fabric of muang long textile learning center and natural dyeing long district phrae province 2) combining modern furniture set designs with local arts and culture the art and culture of the northern people is a widely known promotion and promotion. and has been popular with consumers that can use the product in daily life and able to export to the international market the research was conducted by collecting the initial data by reviewing literature documents concepts and theories as a guideline for creating a research framework. the creation of variables and indicators including research guidelines based on concepts theories and research related to this study. going to explore the area of muang long textile learning center and natural dyeing long district phrae province to use as a case study. to study design variables through the physical characteristics of the furniture set inheriting the arts and culture of the northern people from hand woven fabric and studying the design factors of the physical environment synthesis of links between design and the identity and identity of phrae and study the wisdom chinnachak hand-woven fabric production process for the development and promotion of furniture design project to carry on the northern thai arts and culture from hand-woven chinnok cloth. mueang long textile learning center and natural dyeing create a research tool (questionnaire) to ask the target group and this research uses the design method in the form of a virtual 3d animation of furniture products to assemble the design possibilities in the design that reflects the identity and identity of phrae most and collecting data with consumer groups by using questionnaires and virtual animation 3d data by collecting data with 2 groups of samples. the first group selected the representative of the sample group who were using other products which are made from hand woven fabric and the 2nd group. general groups such as housewives or people who have the influence to make decisions and have the power to buy home decor products after that analyze the data obtained from collecting interview forms. by processing with the spss program which has the analysis results from most of the samples that the researcher collected this time most of them are more female than males probably because females are more popular in using products from more woven fabric or weave weave fabric more than males which is between 41 - 50 years old the most and 31-40 years old try to come down considered to be of age in the middle age period which is a popular age range and is interested in the usage of chok jok weaving products mostly housewives most companies / stores earn about 5000 - 10000 baht. for the type of housing most people live in single-family homes because most of the provinces in the north or in the small provinces are quiet. is still very natural and not much housing in most cases it is a house built by itself from generation to generation. and will have mostly 3 or 2 family members the usage of hand woven chok cloth in daily life was at a moderate level. and have many uses respectively from then there is an analysis to summarize the comparison of the demand for furniture from 3 types of hand-woven fabrics from table 4.12. it can be seen that from the overall picture the 3rd pattern has the highest mean of 4.18 second. to form 1 with an average of 3.30 and style 2 with an average of 3.28. in the aesthetic issue in the form of the shape of the product the highest average is 4.47 followed by topic side layout and the type of backrest has an average value of 4.33 which may show that both the form that reflects the uniqueness of the northern region which emphasizes the usefulness as well as the needs of users as well. in terms of the use of patterns and colors in the topic of using patterns and colors of the backrest there is the highest average of 4.26 followed by the topic of using colors and patterns. overall the average value is 4.24 which is a high average. lets try to come down from beauty issues. shows that the pattern of the weave weave affects the use in different proportions therefore sees the suitability and beauty from the test of opinions on product styles of consumers summarizing the analysis of the satisfaction of 100 consumers there are opinions on the front that use the suitability of the place. and the structural style is very satisfactory respectively and satisfied with the appropriateness of the proportion of seat backrest and usage type which is considered a very good satisfaction as for the beauty of the product the side layout is most satisfied and the backrest. and the shape of the product pattern and color layout the side gap is inferior and is also very good. going to the use of patterns and colors it can be seen that the overall pattern and pattern of the weaving hand woven fabric sample are the most satisfied the overall satisfaction of using this pattern is in a very good level such as together the final issue in production the chinnachat furniture product hand-woven in terms of design and environmental products are the most satisfied and easy to produce in the industrial system with the second level of satisfaction and considered very good as well.

This research studies the basic project design and development of products from decorative Mauhom fabric. To environmental sustainability Of fabric form of the Mauhom store Thung Hong Phrae which aims to study theories about the identity and the identity of the province and the study of wisdom. The fabric Mauhom store Thung Hong Phrae to develop and promote products from decorative pots rag Horm waste from sewing. Environmental sustainability Of fabric stores Mauhom fabric Ban Thung Hong Phrae and product design and development from a Mauhom fabric the identity and the identity of the province. And industry standard The usable in everyday life. And export to the international market have had to carry out research by gathering information by reviewing the documents literary theory to guide the creation of the research. Creating a variable indicators include guidelines for conducting research on theory and research-related education. Explore the area of the store. And the manufacture of products from fabric scraps leftover Mauhom fabric. Ban Thung Hong Phrae Province as a case study. The variables in the design of the physical characteristics of the product design fabric Mauhom. The researchers then used the method of segmenting specific examples. Characterized by a separate group of qualified individuals who make a difference in the perception of the product form a decorative Mauhom fabric of the media reflects the uniqueness and identity. Phrae by a combination of modern style to modern design. And selecting a sample To find a representative sample of both groups. The group has a background in art to represent a group of 100 people who have been in the arts. The sampling in this group were selected using simple random sampling (Simple Random Sampling) by selecting a sample of students in the field of design. Then using a table of random numbers The sample has reached the required number. And that there is no basis for artistic research of 100 people by means of random sampling quota (Quota Sampling) to obtain the desired characteristics of the sample. Then accidental sampling (Accidental Sampling) to the full amount required at the point of data collection. The result is Both male and female respondents with a similar number. Most are employed an average age of 32 years the average income of 28000 baht respondents currently use a product developed by a very small Mauhom. Use some products Since the majority opinion that products from fabric pot without conventional Horm beautiful. And see if the product from a Mauhom is designed to provide a decorative functional and modern style more. Demand for products with a decorative fabric production. Doormat or in a furnished room. Lamps and picture frames from the dye pot Horm is patterned and multicolored rag has to be fabricated into various forms. And a bag of chips led by versatile tie dye pot comes Horm. Respondents commented on the color component to fall but the colors are appropriate in the design and development of products from fabric Mauhom. Opinion that the design of decorative fabric Hom pot should have a fabric material. And metal components Treatment should be decorated with embroidered and decorated by hand. Using stainless steel and wood structure. Designed to resemble the geometry to facilitate the production and standard shapes can be used to fine finishing to finishing it. Contemporary style designed to have an opinion of consumers and manufacturers are of the opinion that it is in the same form in the product. The variance from the Statistical Product 1 has different products and 2 are different products 3 products including the two have differences with 3 significant at 0.05 number. 3. Topics include the right shape the right of patterned woven from dyed. The suitability of the paint used on the products one is different with 2nd and 3rd. Significant at 0.05 Number 1 are beautiful and there is a difference of 3 topics including the appropriateness of the portion size the appropriateness of the materials used as components the appropriate functional analysis assessment. satisfaction of consumers with products of home furnishings. From a pot of fabric stores Mauhom Ban Thung Hong pot Phrae seen that overall consumer satisfaction with the product is quite good. The analysis assessed consumer satisfaction with products decorative fabric Mauhom. Shows that overall consumer satisfaction with the product is quite good. The clause in the satisfaction level of all products as well.

he monthly rainfall forecasts are very important in Thailand because the most of people has a career in agriculture. The monthly rainfall forecasts can be analyzed for manage water resources. In addition the monthly rainfall forecasting is used to manage water for consume in Thailand. This research is forecasting monthly rainfall under the global warming using a multilayer neural network. It is a network with one hidden layer. The data from the Meteorological Department is use. Imported variables include temperature humidity and wind. The forecast from January to December 2018. The mean square error (MSE) to measure forecasting accurate and found that the value is suitable error (10.25). The neural network can provide accurate monthly rainfall forecasts from January to December. It was found that the southern region had the highest rainfall and the eastern region northeastern region northern region central and western regions respectively. Therefore neural networks can be forecast rainfall accurately and efficiently. It can be used to analyze and manage water resources effective.

The purposes of this research were : 1) to study the business operations of Mee Korat small business owners in Nakhon Ratchasima Province 2) to identify problems of Mee Korat small business owners in Nakhon Ratchasima Province 3) to compare the business problems’ levels of Mee Korat small business owners in Nakhon Ratchasima Province according to business operation problems and 4) to propose guidelines for developing Mee Korat business of small business owners in Nakhon Ratchasima Province. The research population was 35 Mee Korat small business owners in Nakhon Ratchasima Province. The research instrument was a questionnaire. The statistical analyses used in this study were frequency percentage mean standard deviation and one way analysis of variance. The research results can be summarized as follows: 1) For the business operations of Mee Korat the business owners mainly produced Mee Korat products and sold them together with sauce. They have run the business for 16 years with at least 10 employees using personal selling strategies for the products. According to monthly sales reports there were less than 10000 packs of Mee Korat products and the monthly income became less than 200000 baht. 2) The small business owners faced up to medium level business problems. When considering each problem from the most to the least the problems were products sales production personnel finance and management respectively. 3) The comparison of all the level of business problems of Mee Korat small business owners in Nakhon Ratchasima Province showed that the problems included types of products for selling length of business management number of employees business marketing strategies amount of monthly production and monthly income of the business problems of Mee Korat small business owners in Nakhon Ratchasima Province had no statistically significant differences at the .05 level. And 4) the guidelines for developing Mee Korat business were as follows: The small business owners should improve vermicelli quality to prolong the shelf life of vermicelli and provide a variety of flavors of vermicelli. The small business owners should modernize the types of vermicelli and build an online distribution channel. They should also find lending sources with low interest rates to improve business so as to compete with competitors. There should be an implementation of job rotation for employees/members to increase production capacity. Moreover the small business owners should offer more opportunities in administration for new visionary staff and the former administrators should give advice to new administrators to improve the business growth and compete with more competitors.

In this research we introduce the notions of fuzzy d-subalgebra and fuzzy d-ideal of a d-algebra with respect to a triangular norm. Then we investigate some related properties