• 제목/요약/키워드: Agricultural Machine Control System

검색결과 66건 처리시간 0.032초

Physical Properties Analysis of Mango using Computer Vision

  • Yimyam, Panitnat;Chalidabhongse, Thanarat;Sirisomboon, Panmanas;Boonmung, Suwanee
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2005년도 ICCAS
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    • pp.746-750
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    • 2005
  • This paper describes image processing techniques that can detect, segment, and analyze the mango's physical properties such as size, shape, surface area, and color from images. First, images of mangoes taken by a digital camera are analyzed and segmented. The segmentation is done based on constructed hue model of the sample mangoes. Some morphological and filtering techniques are then applied to clean noises before fitting spline curve on the mango boundary. From the clean segmented image, the mango projected area can be computed. The shape of the mango is then analyzed using some structuring models. Color is also spatially analyzed and indexed in the database for future classification. To obtain the surface area, the mango is peeled. The scanned image of its peels is then segmented and filtered using similar approach. With calibration parameters, the surface area could then be computed. We employed the system to evaluate physical properties of a mango cultivar called "Nam Dokmai". There were sixty mango samples in three various sizes graded by an experienced farmer's eyes and hands. The results show the techniques could be a good alternative and more feasible method for grading mango comparing to human's manual grading.

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조합식(組合式) 정백(精白)시스템의 설계(設計) 및 작동인자(作動因子)에 관(關)한 연구(硏究)(II) -작동기준(作動基準) 설정(設定)- (A Study on Design and Operational Factors of Rice Whitening Systems Consisting of Abrasive and Frictional Whiteners -Operational Criteria-)

  • 노상하;고학균;이종환;박승제
    • Journal of Biosystems Engineering
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    • 제12권2호
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    • pp.28-37
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    • 1987
  • Operation of rice whiteners has been depending on operator's experience only and very limitted data are available for operational criteria of rice whiteners in Korea. With developments of new rice varieties and with a tendency of automation of machine operations for precision control, operational criteria depending on physical characteristics of rice grains arc required for an improvement of milled rice recovery and the performance of rice whitening systems. An experimental study was conducted to identify operational criteria of a rice whitening system consisted with an abrasive-aerated whitener developed newly and a frictional-aerated whitener being used commercially. Further, comparisons were made between the performance of the rice whitening system adopted for this study and a commercial system used in small scale milling plants. Results of this study are summarized as follows: 1. Total number of passes necessary for the final white rice in the combined whitening system depended exclusively on the counter pressure level of the frictional whitener successive to the abrasive whitener. 2. The counter pressure required for whitening Japonica type rice variety (Akibare) was higher by about 1.6 times than that for Japonica type (Pung-san), when other conditions were kept at the same. 3. Radial pressure in the whitening chamber of the frictional whitener should be maintained between 1.5 to $2.1kg/cm^2$ for the completion of whitening within 5 to 3 passes regardless of rice varieties. Hence, it was found that the radial pressure in the whitening chamber could be used as an operational criteria to control the counter pressure level. 4. The following regression equation was found between radial pressure($R_p$) in whitening chamber and electric power consumption of the whitening system: $$EPC=-0.545\;R^2_p+1.277\;R_p+0.874[KWH/100kg]$$ 5. The following multiple regression equation was found among radial pressure ($R_p$), counter pressure ($C_p$), and bioyield point ($B_i$), length (L) and width (W) of brown rice. $$R_p/(B_i/W^2)=0.547\{C_p/(B_i/W^2)\}^{0.365}(L/W)^{0.120}(R^2=0.9897)$$ 6. The milled rice recovery and machine efficiency (kg/KWH) from the combined whitening system were higher by about 2.0% point and by 15 to 27% point than those from the conventional system, respectively.

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웹과 스마트폰 기반의 온실 환경 제어 시스템 개발 (Development of Greenhouse Environment Monitoring & Control System Based on Web and Smart Phone)

  • 김동억;이운용;강동현;강인철;홍순중;우영회
    • 현장농수산연구지
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    • 제18권1호
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    • pp.101-112
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    • 2016
  • 본 연구는 원예시설의 원격제어에 대한 불안감을 해소하고 신뢰성을 확보하기 위하여 감시 및 제어 기능과 안정성을 높인 ICT기반 온실제어시스템을 개발하고 비닐하우스에 적용하여 그 성능을 검증하고자 하였다. 온실 환경 제어 시스템은 온실의 환경 정보를 취득하는 센서와 센서G/W로 구성된 센서부와 온실의 환경을 제어하는 PLC, 이더넷 통신을 통해 환경 정보 데이터와 구동부의 작동상태를 수집하고 외부 서버와 연계되어 환경정보와 제어정보를 전달하는 로컬서버, 천.측창, 커튼 등을 작동시키는 구동부, 재배작물과 작동부 감시를 위한 카메라 등으로 구성하였다. 온실 환경 제어 시스템은 현장제어와 원격 제어 간의 충돌을 방지하기 위해 원격/로컬 상태 구분을 위한 선택 스위치와 원격제어에 따른 안전성을 확보하기 위한 안전장치를 마련하였다. 즉, 각 내부장치를 동작시키는 전자개폐기, 조작 스위치로부터 상태를 수집하며, 모터 등 과부하 발생 시 과부하계전기의 TRIP신호를 감지하여 운영자의 컴퓨터와 스마트폰으로 경보가 보내지도록 구현하였다. 소프트웨어는 웹브라우저를 이용한 HMI(Human Machine Interface) 구현으로 관리자 페이지를 통해 다수의 브라우저에서도 지원 가능하도록 하였다. 또한, 모바일 웹방식을 도입하여 안드로이드, 아이폰 등 운영체제와 상관없이 구동할 수 있도록 구현하였다. 제어화면은 운영자가 한눈에 알아보기 쉽게 온실의 모형과 부대 장치와 작동기기를 이미지화하여 동작 상태를 표시하도록 하였으며, 작동 버튼을 클릭하여 수동조작도 가능하도록 구현하였다. 온실 환경 제어 시스템 성능시험결과 천창, 측창, 수평커튼, 측면커튼은 작동 조건에 따라 모두 성공적으로 작동함을 확인하였다. 또한, 소프트웨어의 데이터 수집 및 디스플레이 상태, 이벤트 출력, 영상모니터링 등 계측 및 제어성능 모두 양호하게 나타났다.

원격작업 지시를 이용한 생물산업공정의 생력화 (I) -대상체 인식 및 3차원 좌표 추출- (Automation of Bio-Industrial Process Via Tele-Task Command(I) -identification and 3D coordinate extraction of object-)

  • 김시찬;최동엽;황헌
    • Journal of Biosystems Engineering
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    • 제26권1호
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    • pp.21-28
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    • 2001
  • Major deficiencies of current automation scheme including various robots for bioproduction include the lack of task adaptability and real time processing, low job performance for diverse tasks, and the lack of robustness of take results, high system cost, failure of the credit from the operator, and so on. This paper proposed a scheme that could solve the current limitation of task abilities of conventional computer controlled automatic system. The proposed scheme is the man-machine hybrid automation via tele-operation which can handle various bioproduction processes. And it was classified into two categories. One category was the efficient task sharing between operator and CCM(computer controlled machine). The other was the efficient interface between operator and CCM. To realize the proposed concept, task of the object identification and extraction of 3D coordinate of an object was selected. 3D coordinate information was obtained from camera calibration using camera as a measurement device. Two stereo images were obtained by moving a camera certain distance in horizontal direction normal to focal axis and by acquiring two images at different locations. Transformation matrix for camera calibration was obtained via least square error approach using specified 6 known pairs of data points in 2D image and 3D world space. 3D world coordinate was obtained from two sets of image pixel coordinates of both camera images with calibrated transformation matrix. As an interface system between operator and CCM, a touch pad screen mounted on the monitor and remotely captured imaging system were used. Object indication was done by the operator’s finger touch to the captured image using the touch pad screen. A certain size of local image processing area was specified after the touch was made. And image processing was performed with the specified local area to extract desired features of the object. An MS Windows based interface software was developed using Visual C++6.0. The software was developed with four modules such as remote image acquisiton module, task command module, local image processing module and 3D coordinate extraction module. Proposed scheme shoed the feasibility of real time processing, robust and precise object identification, and adaptability of various job and environments though selected sample tasks.

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충북지역 제초제 저항성 논잡초의 농가 관리실태 및 발생면적 조사 (A Survey on Farm Management and Occurrence Area of Herbicide Resistant Paddy Weeds in Chungbuk Province)

  • 김은정;박재성;이채영;임상철;송범헌
    • Weed & Turfgrass Science
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    • 제2권1호
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    • pp.1-7
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    • 2013
  • 충북지역 벼 재배양식 및 제초제 사용실태를 파악하고 이를 근거로 저항성잡초 발생면적 및 초종을 파악하여 올바른 저항성잡초에 대한 방제체계를 확립하고자 조사한 결과이다. 본 조사는 충북지역 벼 재배 260농가를 대상으로 재배형태와 제초제 사용실태, 저항성잡초 발생현황을 농가 설문조사 하였고, 충북지역 400지점의 논토양을 채취하여 저항성잡초 발생면적을 추정하였다. 충북지역 벼 재배 농가의 경우 99.6%가 기계이앙을 하고 있었으며 제초제 사용은 이앙 전과 이앙 후 10일 이내에 2회 사용하는 농가가 전체의 78%를 차지하였다. 사용시기별로 가장 많이 사용되는 제초제는 이앙 전에는 butachlor가 46.6%, 중기제초제는 mefenacet + pyrazosulfuron-ethyl이 10.7% 였다. 경엽처리 제초제의 경우 bentazone 단제 및 혼합제가 62%를 차지하였다. 충북지방 논에서 우점하는 잡초는 피로 16.2%이었으며, 올챙이고랭이는 12.2%, 물달개비는 11.9% 순으로 나타났다. 조사된 잡초 중 저항성을 나타낸 잡초는 올챙이고랭이가 20%로 가장 높았고, 물달개비 19.2%, 벗풀 12.8%, 피 12.2%의 순이었다. 충북지역 저항성잡초의 발생 비율은 2011~2012년 2회 조사 결과, 평균 26.8%로 충북지역 논 면적 중 13,167 ha에 해당되는 것이다. 충북의 시군별 발생면적은 청주청원지역이 4,164 ha로 가장 넓었고, 가장 문제가 되는 저항성잡초는 물달개비와 올챙이고랭이로 66~67%가 저항성으로 나타났다. 저항성 피의 발생비율도 2011년 9.5%에서 2012년 조사에서는 13.4%로 증가하였다.

식초절임 무의 HACCP 시스템 적용을 위한 미생물학적 위해 분석 (Microbiological Hazard Analysis for HACCP System Application to Vinegared Pickle Radishes)

  • 권상철
    • 한국식품위생안전성학회지
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    • 제28권1호
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    • pp.69-74
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    • 2013
  • 본 연구는 식초절임 무의 HACCP (Hazard Analysis Critical Control Point)시스템 구축을 위하여 생물학적 위해요소분석을 위한 목적으로 2012년 2월 1일~6월 31일까지 약 150일 동안 수행하였다. 일반적인 식초절임 무 제조업체의 제조공정을 참고로 하여 공정도를 작성하였으며, 식초절임 무의 원료 농산물(무), 용수, 첨가물과 포장재료에 입고, 보관, 정선, 세척, 표피제거, 절단, 선별, 충진, 내포장, 금속검출, 외포장, 보관 및 출하공정에 대하여 작성하였다. 원료 무의 세척 전, 세척 후의 Coliform group, Staphylococcus aureus, Salmonella spp., Bacillus cereus, Listeria Monocytogenes, E. coli O157:H7, Clostridium perfringens, Yeast 와 Mold를 측정한 결과 Bacillus cereus는 세척 전 $5.00{\times}10$ CFU/g이었으나, 세척 후 검출되지 않았으며, Yeast 와 Mold 는 세척 전 $3.80{\times}10^2$ CFU/g, 세척 후 10 CFU/g로 감소되었으며 나머지 병원성균은 검출되지 않았다. 조미액의 pH(2~5)별 미생물의 변화를 시험한 결과 모든 균이 검출되지 않은 pH 3~4를 조미액의 pH로 결정하였다. 작업장별 공중낙하균 (일반세균수, 대장균, 진균수) 시험결과 내포장실, 조미액가공실, 세척실, 보관실의 미생물수는 10 CFU/Plate, 2 CFU/Plate, 60 CFU/Plate 그리고 20 CFU/Plate 가 검출되었다. 종사자 손바닥 시험결과 일반세균수 346 $CFU/Cm^2$, 대장균군 23 $CFU/Cm^2$로 높게 나타나 개인위생관리에 대한 교육 및 훈련이 요구 되었다. 제조설비 및 기구의 표면오염도를 검사한 결과 모든 시료에서 대장균군은 검출되지 않았고, 일반세균은 PP Packing machin과 Siuping machine (PE Bulk)에서 가장 많은 $4.2{\times}10^3CFU/Cm^2$, $2.6{\times}10^3CFU/Cm^2$ 검출되었다. 위의 위해분석 결과 병원성미생물을 예방, 감소 또는 제거할 수 있는 조미액 가공 공정이 CCP-B (Biological)로 관리되어야 하고, 한계기준은 pH 3~4로 결정하였다. 따라서 전통한과생산에의 HACCP 모델 적용을 위한 미생물학적 위해도 평가에서와 같이 조미액 가공 공정의 관리기준 및 이탈시 조치방법, 검증방법, 교육 훈련과 기록관리 등 철저한 HACCP 관리계획이 필요할 것으로 생각된다.

머신러닝 알고리즘을 이용한 온실 딸기 생산량 예측 (Prediction of Greenhouse Strawberry Production Using Machine Learning Algorithm)

  • 김나은;한희선;아룰모지엘렌체쟌;문병은;최영우;김현태
    • 생물환경조절학회지
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    • 제31권1호
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    • pp.1-7
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    • 2022
  • 서부 경남 지역 중 딸기재배로 유명한 지역 40개 농가를 대상으로 한 조사에 따르면 국산품종 중에서 "설향"이 65.0%으로서 가장 선호하고 있는 것으로 나타났다. 그리고 현재의 농업은 4차 산업혁명으로 스마트팜(Smart Farm)의 기술이 더욱 발전하고 있는 실정이다. 그러나 각 생육단계가 어떤 상황일 때 딸기의 생산량이 최적에 달하는지 대한 기준이 없으며, 이러한 판단기준은 아직까지 스마트팜에 경험이 있는 농업인의 의사에 달려있다는 문제점이 있다. 따라서 본 연구에서는 딸기의 생육상황에 대한 생산량 예측을 통해 선진화된 스마트팜 시스템을 구축하고자 한다. 실험 장소는 경상남도 사천시의 딸기 농가에서 수행하였으며, 총 3곳을 대상으로 데이터 수집을 진행하였다. 실험 대상의 모든 온실 내에서 재배하는 딸기의 품종은 '설향'이다. 작물 데이터의 수집 항목은 작물의 엽수, 꽃수, 과실수, 초장, 잎의 길이, 엽록소 함량이며, 환경 데이터의 수집 항목은 온도, 습도, 조도이다. 기존의 농가 단위의 스마트팜의 문제점 보완 및 개선을 통하여 고품질의 작물 생장 상태를 유지하기 위해 K-fold 교차검증, Lasso 회귀분석, MAPE 검증을 통해 예측모델을 도출하였으며, MAPE 검증 결과 값으로 0.511(꽃 예측)과 0.488(과일 예측)의 값이 나타났다. 본 연구는 스마트팜 데이터 구축을 위해서는 AI를 통해 성장상태별 수확량을 예측하였으며, 이를 농가 및 농업 관련 기업에 활용해 농업 서비스가 편리할 것으로 판단된다.

콜론분류법에 바탕한 자동분류시스템의 개발에 관한 연구 - 농학 및 의학 전문도서관을 사레로 - (Developing an Automatic Classification System Based on Colon Classification: with Special Reference to the Books housed in Medical and Agricultural Libraries)

  • 이경호
    • 한국문헌정보학회지
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    • 제23권
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    • pp.207-261
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    • 1992
  • The purpose of this study is (1) to design and test a database which can be automatically classified, and (2) to generate automatic classification number by processing the keywords in titles using the code combination method of Colon Classification(CC) as well as an automatic recognition of subjects in order to develop an automatic classification system (Auto BC System) based on CC which can be applied to any research library. To conduct this study, 1,510 words in the fields of agricultrue and medicine were selected, analized in terms of [P], [M], [E], [S], [T] employed in CC, and included in a database for classification. For the above-mentioned subject fields, the principle of an automatic classification was specified in order to generate automatic classification codes as well as to perform an automatic subject recognition of the titles included. Whenever necessary, editing, deleting, appending and reindexing of a database can be made in this automatic classification system. Appendix 1 shows the result of the automatic classification of books in the fields of agriculture and medicine. The results of the study are summarized below. 1. The classification number for the title of a book can be automatically generated by using the facet principles of Colon Classification. 2. The automatic subject recognition of a book is achieved by designing a database making use of a globe-principle, and by specifying the subject field for each word. 3. The automatic subject-recognition of input data is achieved by measuring the number of searched words by each subject field. 4. The combination of classification numbers is achieved by flowcharting of classification formular of each subject field. 5. The efficient control of classification numbers is achieved by designing control codes on the database for classification. 6. The automatic classification by means of Auto BC has been proved to be successful in the research library concentrating on a Single field. The general library may have some problem in employing this system. The automatic classification through Auto BC has the following advantages: 1. Speed of the classification process can be improve. 2. The revision or updating of classification schemes can be facilitated. 3. Multiple concepts can be expressed in a single classification code. 4. The consistency of classification can be achieved with the classification formular rather than the classifier's subjective judgement. 5. A user's retrieving process can be made after combining the classification numbers through keywords relating to the material to be searched. 6. The materials can be classified by a librarian without subject backgrounds. 7. The large body of materials can be quickly classified by means of a machine processing. 8. This automatic classification is expected to make a good contribution to design of the total system for library operations. 9. The information flow among libraries can be promoted owing to the use of the same program for the automatic classification.

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동력경운기를 중심으로한 맥류재배의 기계화 -관작업체계 확립에 관한 연구 (Study on the Establishment of Barley Cultivation System using the Power Tiller)

  • 이영렬;최규홍
    • Journal of Biosystems Engineering
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    • 제3권2호
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    • pp.22-33
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    • 1978
  • To maintain the self-sufficiency of food production , it is required to improved the productivity and increase the effective utilization of land in the double cropping areas using improved cultivation technology. The following reasons encourage this cours of action because the overlapping rice harvest and barely seeding seasons complete for labour, the lower price of barley makes it financially less attractive to grow and these two facts together are responsible for a decrease in barley being planted in certain more seasonably marginal double cropping areas. Fro these reasons, it is desirable to carry out tests to improve the current cultivation techniques . In this interest , the following studies were carried out in the experimental field located at Banweol-myeon, Whasung-jkun, Gyeonggi-do from October 1977 to July 1978 in order to establish the mechanical method of barley cultivation using the power tiller. The summarized results are as follows. 1. The work performance in the seeding operation using the rotary barley seeder was 68 minutes per 10 ares which compares favourably with 408 min/10a using the conventional method. This is only one sixth of the time required by th conventional method. The operating costs using the rotary barley seeder was 1, 463 won per 10 areas as against 3, 486 Won per 10 ares for the conventional method, showing a saving of about 50% in comparison with the conventional method. 2. In the manure spreading operation, the work performance was 25 min/10a for the manure spreading machine , compared to 1089 min/10a for the manual operations. This is about one fourth of the time required by the conventional method, The operating costs were 810 Won/10a for the machine and 857 Won/10a for the manual labour. This cost shows little advantage by the machine over the manual labor costs. The conventional method of manure spreading will continue pending decision which will develope and improve the machine.3. Work performance in the rolling operation using the barley rolIer was 30 min/lOa which compares favourably with 135 min/10a using conventional method. This was one fourth of the time required by the conventional method. The operating costs were 514 Won/103. for the machine and 1, 003 Won/lOa for manual labour. In the weed control operation, the work performance and operating costs were 45min/lOa, 1, 399won/10a for the herbcide application using the power sprayer, 1, 149min/10a 8, 541won/lOa for the conventional method respectively. This is 26 times higher efficiency in comparison to the conventional method. 4. In the harvesting operation using the reaper binder and tiller attachment, the work performance was 60min/lOa and represents a cost of 2, 039won/10a. The con\ulcornerventional method took 640min/10a at a cost of 4, 757won/lOa. The reaper binder showns a saving of one tenth over the conventional method. The automatic thresher is already recommended for the current situations, and is now being used. 5. From a comparison of the results of the above trials, the serial cultivation system using the attachment for the power tiller such as the rotary barley seeder is now to be recommended for the current barley cultivation system. It is also recommend from these results that the mechanized technology now available must be used to improve and maintain the increase in barley production. It is seen th1t this is the only course now avaihble to solve the peak seasonal requirements of labour needed for l11rvesting and seeding between rice and barley cultivation.

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Application of Artificial Intelligence Technology for Dam-Reservoir Operation in Long-Term Solution to Flood and Drought in Upper Mun River Basin

  • Areeya Rittima;JidapaKraisangka;WudhichartSawangphol;YutthanaPhankamolsil;Allan Sriratana Tabucanon;YutthanaTalaluxmana;VarawootVudhivanich
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2023년도 학술발표회
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    • pp.30-30
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    • 2023
  • This study aims to establish the multi-reservoir operation system model in the Upper Mun River Basin which includes 5 main dams namely, Mun Bon (MB), Lamchae (LC), Lam Takhong (LTK), Lam Phraphoeng (LPP), and Lower Lam Chiengkrai (LLCK) Dams. The knowledge and AI technology were applied aiming to develop innovative prototype for SMART dam-reservoir operation in future. Two different sorts of reservoir operation system model namely, Fuzzy Logic (FL) and Constraint Programming (CP) as well as the development of rainfall and reservoir inflow prediction models using Machine Learning (ML) technique were made to help specify the right amount of daily reservoir releases for the Royal Irrigation Department (RID). The model could also provide the essential information particularly for the Office of National Water Resource of Thailand (ONWR) to determine the short-term and long-term water resource management plan and strengthen water security against flood and drought in this region. The simulated results of base case scenario for reservoir operation in the Upper Mun from 2008 to 2021 indicated that in the same circumstances, FL and CP models could specify the new release schemes to increase the reservoir water storages at the beginning of dry season of approximately 125.25 and 142.20 MCM per year. This means that supplying the agricultural water to farmers in dry season could be well managed. In other words, water scarcity problem could substantially be moderated at some extent in case of incapability to control the expansion of cultivated area size properly. Moreover, using AI technology to determine the new reservoir release schemes plays important role in reducing the actual volume of water shortfall in the basin although the drought situation at LTK and LLCK Dams were still existed in some periods of time. Meanwhile, considering the predicted inflow and hydrologic factors downstream of 5 main dams by FL model and minimizing the flood volume by CP model could ensure that flood risk was considerably minimized as a result of new release schemes.

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