The Tribolodon hakonensis is an anadromous fish that migrates to freshwater for spawning in spring. During this upstream migration, olfaction plays a crucial role by sensing olfactory cues dissolved in the aquatic environment. This study involved anatomical and histological analyses of the olfactory organ in the sea rundace Tribolodon hakonensis during the spawning season, from March to April 2021, in Korea. Anatomically, the external morphology of the olfactory organ comprises a pair of semicircular anterior nostrils, posterior nostrils, and nasal flaps on the snout. Internally, each olfactory organ contains an oval rosette consisting of 30 to 34 lamellae within the olfactory chamber. Histologically, the sensory epithelium exhibits a continuous distribution pattern with a thickness of 49.70±7.49 μm (range: 39.35 to 64.58 μm) extending from the anterior part to the terminal part of the olfactory lamella. This epithelium contains olfactory receptor neurons, supporting cells, basal cells, and cilia. The non-sensory epithelium, located at the terminal part, has a thickness of 48.74±5.40 μm (range: 38.06 to 59.24 μm) and features stratified epithelial cells and basal cells. Mucous cells, mucus, and lymphatic cells are found in both the sensory and non-sensory epithelia. Based on these results, the olfactory characteristics of T. hakonensis are considered suitable for its ecological traits that facilitate swimming through the middle layer of the water column. These findings could be served as foundational taxonomic data for the genus.

To determine the differences in food quality between fish fed a low fish meal diet containing black soldier fly (Hermetia illucens) instead of fish meal and those fed a general fish meal diet, we analyzed the approximate components, mineral content, amino acid composition, fatty acid composition, color, and texture of Flounder (Paralichthys olivaceus). The analysis of approximate components showed no difference between the two samples, except for moisture content. Mineral contents were measured in the order of K, P, Na, and Mg in both samples, with no difference except for phosphorus (P). A total of 16 amino acids were detected in both samples, with no significant differences in their composition. Additionally, 17 types of free amino acids were identified, with no significant differences between the two samples. The fatty acid composition consisted of 13 fatty acids, with palmitic acid, DHA, and oleic acid being the most prominent, although slight differences in content were observed. The color and texture also showed no differences between the two samples. Overall, there were no significant differences in chemical components or physical characteristics, so it was judged to be insignificant in terms of food science.

Fish require movement for feeding, spawning, growth, and evading predators, making swimming ability a critical factor in their survival. Swimming speed in fish are generally classified into sustained, prolonged, and burst speed. This study assessed the swimming capabilities of native benthic freshwater fish and provided data to inform the design and construction of fishways. Three fish species were examined: Pseudobagrus fulvidraco (family Bagridae), Tridentiger brevispinis and Rhinogobius brunneus (family Gobiidae). Measurements of total length, standard length, body weight, and body height were collected for each species, and swimming ability was evaluated using a swimming tunnel apparatus. Swimming ability was determined by measuring burst speed to calculate the critical swimming speed (Ucrit) and the relative swimming speed (TL s-1). The mean critical swimming speeds were 0.73±0.15 m s-1 for P. fulvidraco, 0.75±0.1 m s-1 for T. brevispinis, and 1.34±0.12 m s-1 for R. brunneus. Additionally, a significant correlation was found between swimming ability and total length, indicating that swimming capabilities may vary based on body type and behavior. These findings contribute essential insights into the swimming abilities of native freshwater fish, offering valuable data for improving fishway design. Further research is suggested to evaluate the swimming capabilities of a broader range of freshwater fish species to enhance fishway efficiency.

This study compared and analyzed fish communities and mortality rates based on different survey methods (mesh size and retrieval frequency) of stationary nets, which are actively used in freshwater fish surveys in Korea, and proposed an appropriate survey method. Field surveys were conducted on the mainstream of the Nakdong River from May to June 2022 through a total of 10 times of fyke net surveys. The number of species and individuals collected varied significantly depending on the mesh size of the net (5 mm vs. 15 mm) (P<0.001), and larger species with an average total length of over 9 cm were mainly collected in the 15 mm mesh. However, the number of species (P=0.684) and individuals (P=0.100) collected did not show statistically significant differences depending on retrieval frequency (once/24 hours vs. twice/24 hours). In contrast, the mortality rate of fish differed based on all survey methods (mesh size, P<0.001; retrieval frequency, P<0.05), with mortality decreasing as the mesh size increased and retrieval frequency increased. Fyke nets are one of the standard fishing gears used in freshwater fish research in Korea, and to ensure species diversity, it is recommended to maintain the current standard mesh size of 5 mm. However, reducing the current 48-hour deployment time or increasing the retrieval frequency could lower the mortality rate. Furthermore, future research should focus on the differences in fish communities based on the combination of fishing gears commonly used in Korea to improve fish survey methodologies suitable for domestic freshwater environments.

This study aims to establish the concept of fish welfare and develop guidelines for its implementation in South Korean aquaculture. As global awareness of animal welfare grows, scientific evidence shows that fish are sentient beings capable of experiencing pain and that stress has led to increased demand for welfare standards in aquaculture. International organizations like WOAH and the EU have set welfare standards for farmed fish, emphasizing their importance for health, productivity, and food safety. However, in South Korea, fish welfare is still an emerging concept with limited research. This study systematically defines fish welfare, assesses its feasibility in domestic aquaculture, and proposes guidelines tailored to local conditions. The findings highlight the need for gradual implementation, considering the unique biological and environmental factors in fish farming.

횡성 포동습지의 어류상 및 어류군집 특징을 밝히기 위해 6개 지점을 선정하여 2023년 4월부터 10월까지 3회 조사를 실시하였다. 어류의 채집은 하천에서는 족대와 투망, 일각망을, 호내에서는 족대와 투망, 삼중자망, 삼각망을 사용하였다. 조사결과, 6개 지점에서 5목 12과 33종 5,616개가 채집되었으며, 우점종은 참붕어(29.5%), 아우점종은 피라미(24.1%)였고, 그 다음으로 참갈겨니(10.3%), 빙어(8.3%), 붕어(5.7%), 돌고기(4.0%), 긴몰개(3.7%), 떡붕어(2.8%) 등의 순으로 우세하였 다. 환경부지정 멸종위기 야생생물은 II급 한강납줄개와 돌상어 2종이 채집되었고, 한국고유종은 한강납줄개, 쉬리, 긴몰개, 돌상어, 돌마자, 참갈겨니, 참종개, 새코미꾸리, 눈동자개, 퉁가리, 꺽지, 얼록동사리 12종(고유화율 36.4%)이 확인되었다. 회유성(강하형) 어종은 뱀장어 1종, 육봉형 어류는 빙어와 밀어 2종이 채집되었으며, 외래어종은 이스라엘잉어와 떡붕어, 배스 3종이 채집되었는데, 이중 배스는 생태계교란 생물로 지정된 종이다. 횡성 포동습지는 하천생태계와 호소생태계가 함께 있기 때문에 다양한 어류 서식지를 제공하고 있어 멸종위기종 한강납줄개와 돌상어를 포함하여 많은 종이 서식하여 보존가치 가 높은 곳으로 판단되었다. 하지만 교란요인으로 하천공사와 하천내에 설치된 보, 생태계교란 생물 배스의 서식 등이 확인되어 종합적인 보존대책이 요구되었다.

Present study investigated fish community at 12 sites within Yudeungcheon Stream in October 2018 and May 2019 to understand the inhabit status of the endangered species Pseudopungtungia nigra. We collected 39 species and 2,554 individuals of fish, and the Fish Assessment Index (FAI) was evaluated as “Good (B)” with an average score of 66.8. Among collected fishes, 15 endemic and 2 invasive species, Micropterus salmoides and Lepomis macrochirus were identified. In the distribution survey of P. nigra, it appeared in a range of approximately 12 km from Maebawiyuwonji Park (St. 5) to Budnaedari Bridge (St. 10). Based on population collected in May, the age of P. nigra (female) were divided into three groups by the length-frequency distribution method: 1 year old (60~76 mm), 2 years old (82~99 mm), and more than 3 years old (100~117 mm). Total length of the minimum maturity individual was 60 mm, and was a 1 year old. The estimated average population size using the Jolly-Seber method was 5,804 individuals in the Suryeongyo Bridge. Our study provides fundamental information about the fish community and River health assessment in Yudeungcheon Stream. Furthermore, we are expected to provide ecological information of the P. nigra, consequently helping to establish conservation and restoration plans for endangered species.

신갈호의 어류군집 특징 및 어구별 채집 효과를 밝히기 위해 2020년 8월부터 2021년 10월까지 조사를 실시하였다. 채집 어구는 호소에서 일반적으로 사용되고 있는 족대와 투망, 자망, 정치망을 사용하였다. 조사결과, 조사기간 동안 채집된 어류는 7과 18종 3,501개체, 생체량 117,670g이었다. 개체수비 우점종은 참붕어(Pseudorasbora parva, 29.9%), 아우점종은 피라미(Zacco platypus, 25.1%), 다음으로 배스(Micropterus salmoides, 19.3%), 붕어(Carassius auratus, 9.1%), 밀어(Rhinogobius brunneus, 6.1%), 블루길(Lepomis macrochirus, 4.2%) 등의 순으로 우세하였으며, 생체량비 우점종은 붕어(45.1%), 아우점종은 잉어(Cyprinus carpio, 17.4%), 그 다음으로 배스(14.3%), 피라미(7.7%), 떡붕어(C. cuvieri, 7.4%), 참붕어(3.9%) 등의 순으로 우세하였다. 출현종 중 한국고유종은 몰개(Squalidus japonicus coreanus), 점줄종개(Cobitis nalbanti), 얼록동사리(Odontobutis interrupta) 3종이었으며, 외래어종은 배스, 블루길, 떡붕어, 향어 (Cyprinus carpio nudus type) 4종으로 이중 배스와 블루길은 생태계교란 생물로 지정된 종이다. 주요종의 평균 체장과 체중을 조사한 결과, 우점종인 참붕어는 체장 60±24.1㎜, 체중 4.4±3.42g이었고, 아우점종인 피라미는 체장 82±17.6㎜, 체중 10.4±7.27g, 우세종 배스는 체장 96±25.1㎜, 체중 24.9±96.02g, 붕어는 체장 125±77.3㎜, 체중 168±336.5g이었 다. 어구별 조사결과, 족대로 채집된 어류는 3과 8종 302개체 생체량 1,269g, 투망으로 채집된 어류는 4과 11종 948개체 생체량 31,343g, 자망으로 채집된 어류는 4과 13종 682개체 생체량 69,695g, 정치망으로 채집된 어류는 7과 15종 1,569개체, 생체량 15,362g으로 나타났다. 어구별 조사결과를 요약하면, 정치망은 종수와 개체수가, 삼중자망은 생체량 이 가장 많았으며, 투망은 연안지대의 종수와 개체수를 채집하는데 강점이 있었으며, 족대는 종수와 개체수, 생체량 모두 가장 적었으나 연안지대의 저서성 소형어류를 채집하는데 강점을 보였다.

섬강 상류의 어류상 변화와 어류군집 특성을 밝히기 위해 2018년부터 2020년까지 조사를 실시하였다. 조사기간 동안 35개 지점을 조사한 결과, 채집된 어류는 12과 40종 7,817개체였다. 출현종 중 우점종은 참갈겨니(Zacco koreanus, 34.5%), 아우점종은 피라미(Z. platypus, 28.7%)였고, 그 다음으로 버들치(Rhynchocypris oxycephalus, 10.2%), 돌고기 (Pungtungia herzi, 5.3%), 긴몰개(Squalidus gracilis majimae, 4.3%), 참종개(Iksookimia koreensis, 2.1%), 참마자 (Hemibarbus longirostris, 1.6%), 모래무지(Pseudogobio esocinus, 1.5%) 돌마자(Microphysogobio yaluensis, 1.4%), 한강납줄개(Rhodeus pseudosericeus, 1.4%) 등의 순으로 우세하였다. 법정보호종은 환경부지정 멸종위기 야생생물 II급인 한강납줄개와 묵납자루(Acheilognathus signifer), 돌상어(Gobiobotia brevibarba), 둑중개(Cottus koreanus) 4종이 출현하였는데, 주로 한강납줄개와 묵납자루, 돌상어는 중·하류에, 둑중개는 최상류에 서식하고 있었다. 출현종 중 한국고유 종은 19종(고유화율 47.5%)이었고, 기후변화민감종(냉수성 어종)은 둑중개 1종, 외래어종은 떡붕어(Carassius cuvieri)와 배스(Micropterus salmoides) 2종이 확인되었다. 군집분석 결과, 대체로 상류에서 하류로 갈수록 우점도는 낮아지고 다양도와 풍부도는 높아지는 경향을 보였으며, 군집구조는 크게 최상류, 상류, 중하류, 호수로 구분되었다. 섬강 상류는 횡성댐이 건설되면서 직·간접적으로 어류군집에 큰 영향을 미쳤는데, 댐 건설 직후 멸종위기종 묵납자루와 한강납줄개, 돌상어 서식지 및 개체수가 급격히 감소하고 수몰지역은 유수성 어류에서 정수성 어류로 변화되었다. 약 20년이 지난 현재, 서식지가 안정화 되면서 서식하는 어류가 증가하고 급격히 감소하였던 멸종위기종 한강납줄개와 돌상어의 서식지 및 개체수가 증가하였다. 또한 하천건강성(FAI)은 27개 지점은 매우 좋음(A), 7개 지점은 좋음(B), 1개 지점은 보통(C)으로 평가되어 비교적 우수하였다. 하지만 멸종위기종 묵납자루는 댐 공사 및 하천공사로 지역절멸에 처해 있고, 둑중개는 하천공사로 개체수가 심각하게 감소하였으며, 횡성호에서 생태계교란 생물 배스의 서식이 확인되어 우려되었다. 따라서 섬강 상류의 안정적인 어류 서식을 위해서는 무분별한 하천공사를 지양하고, 멸종위기종 묵납자루는 시급히 복원정책이 필요하며, 생태계교란 생물 배스의 확산을 방지할 수 있는 관리방안이 요구되었다.

Fish resource surveys were conducted near Jeju Island in June, August and October 2021 using an underwater camera monitoring system, fish pots, and SCUBA diving methods. The efficiency of the methods used to survey fish resources was compared using the number of individuals compared to area per unit time (inds/m3/h) and the number of species compared to area per unit time (spp./m3/h). As a result of comparing the number of individuals compared to the area per unit time (inds/m3/h), the order was underwater camera 214.69, SCUBA diving 124.62, and fish pots 0.57 inds/m3/h. The number of species compared to area per unit time (spp./m3/h) is in the following order: SCUBA diving 0.85, underwater camera 0.38, and fish pots 0.01 spp./m3/h. The fish resource monitoring method using underwater cameras was found to be more efficient in individual counts, and the SCUBA diving method was found to be more efficient in species counts. When considering cost and survey efficiency, the fish resource survey method using underwater cameras was judged to be more effective. The results of this study are expected to be widely used in estimating the population density of fish, which is the core of future fisheries resource surveys.

A variation of fish assemblage in the coastal waters of Sagye-ri, southern Jeju Island was determined using samples collected by trammel net from 2012 to 2022. The total fish species caught by trammel net were identified 88 species, 46 families, 12 orders, and the number of appearance and biomass were 3,479 individuals and 883.6 kg. The annual variation of species was the highest in 2013 at 46 species and the lowest in 2021 at 30 species. The seasonal variation of species was higher in summer at 67 species and lower in winter, autumn at 47 species. The annual diversity index, evenness index, and richness index were appeared 2.42-3.00, 0.69-0.78 and 5.18-7.24 at each years. The dominance index appeared highest in 2013 and the lowest in 2018. Cluster analysis based on the number of individuals of fish was classified into two groups at the dissimilarity level of 57%, and results of SIMPROF analysis revealed significant differences in community structure among the two groups. The subtropical fishes were identified a total of 42 species (47.7%) and the number of species was higher in 2013 at 25 (54.3%) species and lower in 2018 and 2021 at each 17 (54.8~56.7%) species. The dominant species of subtropical fishes were appeared rabbit fish (Siganus fuscescens), scarbreast tuskfish (Choerodon azurio), bluestriped angelfish (Chaetodontoplus septentrionalis), balloon fish (Diodon holocanthus), and flag fish (Goniistius zonatus) at study sites.

안양천의 어류 군집 특성과 어류상에 대한 수질의 영향을 밝히기 위해 2022년 4~6월과 8~10월에 20개 지점을 2회 조사하였다. 조사 기간 동안 채집된 어류는 5목 10과 34종 3,186개체였다. 우점종은 피라미(Zacco platypus, 43.4%) 였고, 아우점종은 붕어(Carassius auratus, 10.1%), 그 다음으로 잉어(Cyprinus carpio, 7.6%), 참갈겨니(Zacco koreanus, 6.2%), 돌고기(Pungtungia herzi, 5.2%), 대륙송사리(Oryzias sinensis, 5.1%), 참붕어(Pseudorasbora parva, 4.7%), 긴몰개(Squalidus gracilis majimae, 4.4%), 버들치(Rhynchocypris oxycephalus, 3.5%), 치리(Hemiculter eigenmanni, 3.3%), 흰줄납줄개(Rhodeus ocellatus, 1.4%), 가숭어(Chelon haematocheilus, 1.0%) 등의 순으로 우세하 게 출현하였다. 출현종 중 한국고유종은 각시붕어(Rhodeus uyekii), 긴몰개, 몰개(Squalidus japonicus coreanus), 참갈 겨니, 얼록동사리(Odontobutis interrupta) 5종(14.7%)이었고, 외래종은 이스라엘잉어(Cyprinus carpio Israeli type), 블루길(Lepomis macrochirus), 배스(Micropterus salmoides), 구피(Poecilia reticulata) 4종(11.8%)이었다. 어류 군집 분석 결과, 우점도는 상류가 높았고 하류로 가면서 낮아졌으며, 다양도와 풍부도, 균등도는 본류보다 지류에서 높게 나타나는 경향을 보였다. 하천건강성을 평가한 결과, 7개 지점에서 보통(C), 8개 지점에서 나쁨(D), 5개 지점에서 매우 나쁨(E)으로 평가되어 좋지 않았다. 수질은 8개 지점을 평가한 결과, 4개 지점은 보통(III), 2개 지점은 나쁨(V), 1개 지점은 약간 나쁨(IV), 1개 지점은 약간 좋음(II)으로 평가되어, 전체적인 수질은 나쁘게 나타났으며, 수질이 하천건 강성과 어류의 서식에 큰 영향을 미치고 있는 것으로 추정되었다. 또한 안양천에 어도가 없는 보가 많이 설치되어 있어 어류의 이동에 장애물로 작용하고 있었다. 따라서 하천건강성을 높이고 안정적인 어류의 서식을 위해서는 수질을 개선할 수 있는 체계적인 관리방안이 필요하고 보에 어도 설치가 요구되었다.

수산자원의 지속 가능한 관리와 증대는 전 세계적으로 중요한 이슈로 부상하고 있으며, 본 연구는 이에 대응하는 한국수산자 원공단의 수산자원 현존량 추정을 위한 딥러닝 기반 수산자원 증대사업 효과조사 기법 개발을 위해 구성 기술 중 하나인 어류 탐지 및 분류 모델 구축과 성능 비교를 수행하였다. 다양한 크기의 YOLOv8-Seg 모델에 어류 이미지 데이터셋을 학습한 후 각 성능평가 지표를 비 교 분석하여 적용 가능한 최적의 모델을 선정하고자 하였다. 모델 구축에 사용된 자료는 총 12종의 어류로 이루어진 36,749장의 이미지와 라벨 파일로 이루어지며, 학습에는 증강을 적용하여 데이터의 다양성을 증가시켰다. 동일한 환경 및 조건에서 총 다섯 개의 YOLOv8-Seg 모델을 학습 및 검증한 결과 중간 크기의 YOLOv8m-Seg 모델이 가장 짧은 13시간 12분의 학습 시간과     0.933, 추론 속도 9.6 ms로 높은 학습 효율성과 우수한 탐지 및 분류 성능을 보였으며, 각 지표 간의 균형을 고려할 때 실시간 처리 요구사항을 충족하는 가장 효율 적인 모델로 평가되었다. 이와 같은 실시간 어류 탐지 및 분류 모델을 활용하여 효율적인 수산자원 증대사업의 효과조사가 가능할 것으 로 보이며, 지속적인 성능 개선 및 추가적인 연구가 필요할 것으로 사료된다.

Background: The biological information of fish, which include reproduction, is the prerequisite and the basis for the assessment of fisheries. Methods: The aim of this work was to know the reproductive biology with the first sexual maturity (TL50) and the spawning period for 58 mainly fish species in the waters around La Réunion Island (Western Indian Ocean). Twenty families belonging to the Actinopterygii were represented (acanthuridae, berycidae, bramidae, carangidae, cirrhitidae, gempylidae, holocentridae, kyphosidae, labridae, lethrinidae, lutjanidae, malacanthidae, monacanthidae, mullidae, polymixiidae, pomacentridae, scaridae, scorpaenidae, serranidae, sparidae; 56 species; n = 9,751) and two families belonging to the Elasmobranchii (squalidae, centrophoridae; 2 species; n = 781) were sampled. Between 2014 and 2022, 10,532 individuals were sampled covering the maximum months number to follow the reproduction periods of these species. Results: TL50 for the males and the females, respectively, ranged from 103.9 cm (Acanthurus triostegus ) to 1,119.3 cm (Thyrsitoides marleyi ) and from 111.7 cm (A. triostegus ) to 613.1 cm (Centrophorus moluccensis ). The reproduction period could be very different between the species from the very tight peak to a large peak covered all months. Conclusions: Most species breed between October and March but it was not the trend for all species around La Réunion Island.

In ecosystems within limited resources, interspecific competition is inevitable, often leading to the competitive exclusion of inferior species. This study aims to provide foundational information for the conservation and restoration management of Microphysogobio rapidus by evaluating species’ ecological response to biological factors within its habitat. To understand this relationship, we collected food web organisms from site where M. rapidus coexist with Microphysogobio yaluensis, a specie ecologically similar to M. rapidus, and evaluated the trophic levels (TL), isotopic niche space (INS), and the overlap of INS among fishes within the habitat using stable isotope analysis. Our analysis revealed that the M. rapidus exhibited a higher TL than M. yaluensis, with TL of 2.6 and 2.4, respectively. M. yaluensis exhibited a broad INS, significantly influencing the feeding characteristics of most fish. Conversely, M. rapidus showed a narrow INS and asymmetric feeding relationships with other species, in habitats with high competition levels. This feeding characteristics of M. rapidus indicate that the increase in competitors sharing the similar resources lead to a decrease in available resources and, consequently, is expected to result in a decrease in their density.

This study investigated the fish fauna of Jeonjucheon and Samcheon Streams, flowing through the city of Jeonju, through surveys conducted at 10 sampling sites using kick net and cast net. The fish fauna collected included 10 families and 36 species, with a total of 2,064 individuals. Samcheon had 8 families and 30 species with 1,074 individuals, Jeonjucheon had 8 families and 26 species with 986 individuals. The dominant species was Zacco platypus with 1,202 individuals, and a total of 153 individuals of the subdominant were Pseudogobio esocinus. In Jeonjucheon Stream, a total of 567 individuals of the dominant species were collected as Z. platypus and 99 individuals of the subdominant species were collected as Pungtungia herzi, and there was no significant change in the stream environment except for the confluence site. Further expanded research covering the entire Jeonjucheon and Samcheon Streams region, accompanied by regular monitoring, is essential to record and understand fluctuations in fish fauna.

The goal of this study was to provide basic data necessary for managing fish in the Seomgang River by confirming diversity of fish species in the Seomgang River and determining the degree of change in fish species through a comparison with earlier related work. Growth rate, obesity level, and temporal and spatial reproductive capacities were analyzed to determine growth characteristics of dominant species. Fish fauna and structure of the fish community were surveyed at three different time points from October of 2020 to August of 2021 at eight sites. In addition, growth characteristics of Zacco platypus from June of 2021 to July of 2022 at four sites were determined. A total of 3,999 individuals, 43 species, and ten families of fish were identified. Among these species, 19 (44.19%) were Korean endemic species and four (9.30%) were endangered species. The dominant species was Z. platypus. Pungtungia herzi was identified as a subdominant species. An analysis of length-weight relationships and condition factor (k) of Z. platypus confirmed a good state of growth. As a result of a frequency analysis of the total length, the life cycle of the Z. platypus population living in the Seomgang River was found to be stable. According to gonadosomatic index (GSI) analysis, the spawning season of Z. platypus was estimated to occur after May, consistent with the literature.

This study deals with the application of an artificial neural network (ANN) model to predict power consumption for utilizing seawater source heat pumps of recirculating aquaculture system. An integrated dynamic simulation model was constructed using the TRNSYS program to obtain input and output data for the ANN model to predict the power consumption of the recirculating aquaculture system with a heat pump system. Data obtained from the TRNSYS program were analyzed using linear regression, and converted into optimal data necessary for the ANN model through normalization. To optimize the ANN-based power consumption prediction model, the hyper parameters of ANN were determined using the Bayesian optimization. ANN simulation results showed that ANN models with optimized hyper parameters exhibited acceptably high predictive accuracy conforming to ASHRAE standards.

벽계천의 어류군집 특성 및 멸종위기 4종의 서식 양상을 밝히기 위해 2020년 4월부터 9월까지 조사를 실시하였다. 조사기간 동안 7개 지점을 선정하여 조사한 결과, 채집된 어류는 9과 31종 3,415개체였다. 출현종 중 우점종은 참갈겨니 (Zacco koreanus, 31.2%), 아우점종은 피라미(Z. platypus, 15.0%), 다음으로 돌고기(Pungtungia herzi, 11.7%), 줄납자 루(Acheilognathus yamatsutae, 5.4%), 납자루(A. lanceolata intermedia, 4.8%), 밀어(Rhinogobius brunneus, 4.4%), 가는돌고기(Pseudopungtungia tenuicorpa, 4.3%) 등의 순으로 우세하였다. 출현종 중 한국고유종은 19종(고유화율 61.3%)이었고, 기후변화민감종(냉수성 어종)은 금강모치(Rhynchocypris kumgangensis)와 둑중개(Cottus koreanus) 2종이 확인되었다. 법정보호종은 환경부지정 멸종위기 야생생물 II급인 묵납자루(A. signifer)와 가는돌고기, 한강납줄 개(Rhodeus pseudosericeus), 둑중개 4종이 출현하였으며, 주로 묵납자루와 가는돌고기는 중·하류에, 한강납줄개는 중류에, 둑중개는 최상류에 서식하고 있었다. 이중 가는돌고기는 출현개체수가 가장 많았고, 전장빈도분포도로 연령을 추정한 결과, 7월기준 전장 24~35㎜는 당년생, 54~75㎜는 1년생, 82~97㎜는 2년생, 104~109㎜는 3년생 이상으로 추정되었다. 군집분석 중 우점도는 상류에서 높고 하류로 갈수록 낮아지는 경향을 보이나 다양도와 균등도, 풍부도는 상류에서 낮고 하류로 갈수록 높아지는 경향을 보였다. 하천건강성(FAI)은 매우 좋음 5개 지점, 좋음 2개 지점으로 나타나 양호하였다. 벽계천은 비교적 서식지가 잘 보존되고 있었으나 멸종위기종이 많이 서식하는 중·하류부 일부는 하천공사가 진행되면서 서식지가 교란되고 있어 보존대책이 요구되었다.