본 연구는 아로마 목걸이를 병용한 비대면 수면 프로그램이 불면증 대학생의 수면의 질, 주간졸 림증, 우울 및 스트레스에 미치는 효과를 확인하고자 비동등 대조군 전후 실험설계로 시도되었다. 대상자 는 경기도 S시 소재 E대학에 재학중인 대학생 가운데 불면증상을 호소하는 대상자에게 중재 전후에 자가 설문으로 구성된 수면의 질, 주간졸림증, 우울, 스트레스를 측정하였다. 아로마목걸이를 병용한 비대면 수 면 프로그램은 실험군(n=21)에게 주 1회, 총 6주 동안 적용하였으며 대조군(n=21)에게 수면책자를 제공하 였다. 자료분석은 SPSS 24.0 프로그램을 이용하여 기술통계, Chi-square test, Fisher’s exact test, Independent t-test를 이용하여 분석하였다. 연구결과, 수면의 질(t=-5.87, p<.001), 주간졸음(t=-4.28, p<.001), 우울(t=-4.40, p<.001)에서는 그룹 간 유의한 차이가 나타났으며 스트레스는 유의하지 않았다. 따라서 아로마목걸이를 병용한 비대면 수면 프로그램이 대학생의 수면의 질, 주간졸림증, 우울 증상을 감 소시키는데 유용한 간호중재법으로 활용 가능할 것을 기대된다.

본 연구는 오픈소스 라이브러리인 OpenCV를 활용해 다양 한 시설과채류의 표현형 분석에 적용 가능한 컴퓨터 비전 기 술을 탐구하였다. 토마토에 대해서는 이미지의 색상을 분석 하여 숙성도를 판정하며, support vector machine(SVM) and histogram of oriented gradients 기법을 통해 숙성된 토마토 를 효과적으로 검출하였다. 파프리카의 경우, 색상 분포를 시 각화한 후, 가우스 혼합 모델로 클러스터링을 실행하여 수확 파프리카의 색상 특성을 분석하였다. 네트 멜론의 품질 평가 에서는 LAB 색상 공간, 이진화 이미지 및 깊이 매핑을 활용하 여 멜론의 네트 패턴을 정량화하였다. 추가로, 오이 온실에서 화방 검출을 위해 깊이 정보와 색상 정보를 조합하여 다양한 크기와 거리의 화방을 성공적으로 검출하였다. 이 연구의 결 과로, 해당 컴퓨터 비전 기술들이 시설과채류의 생장 모니터 링, 숙성 및 품질 평가 등에서의 유효성을 확인하였다. 농산업 에서 컴퓨터 비전의 효과적 적용을 위해, 후속 연구자나 개발 자들이 재배 생리와 연관된 지표를 기반으로 이 기술들을 보 완할 경우, 실제 농업 현장 및 연구에서 널리 활용될 가능성이 크다.

Gastrodia elata has been used in traditional Chinese medicine for treating headaches, dizziness, and convulsive illness for centuries. G. elata has traditionally been processed by steaming or blanching to increase the content and quality of its main ingredients. This study aimed to identify changes in physicochemical properties and active ingredients of G. elata depending on the steaming time. Data of this study could be used to develop traditional medicine and health foods. No steaming was used as a control. Steaming time was 5, 10, 20, 30, 60, or 120 min. The drying yield according to the steaming time ranged from 20.2% to 22.9%, with the lowest drying yield at 120 min. As the steaming time increased, gastrodin content increased more than that in fresh G. elata due to inhibition of β-glucosidase enzyme activity, 4-hydroxybenzyl alcohol condensation, and parishin decomposition. Steamed G. elata did not show higher total polyphenols, total flavonoids, or ABTS radical scavenging activities than fresh G. elata even with an increase of steaming time. The steaming time to improve the quality of G. elata may varied depending on the size of G. elata. Thus, it is important to set the steaming time taking these characteristics into consideration.

최근 국내에서 개발된 송풍식 양파 줄기절단기를 수확기 양 파 엽 절단에 활용할 경우 적정 작업 조건을 구명하기 위해서 이 실험을 수행하였다. 처리구 중 식물체 엽 건조가 가장 많이 진행된(엽 건조 정도 : 66.3%, 엽 수분함량 : 50.5%) 6월 20일 엽 절단 처리구에서 평균 잔여 엽장은 6.7±3.5cm로서 작업 후 적정 잔여 엽장에 해당되는 범위인 4－10cm에 포함되므로 기계 엽 절단 성능이 처리구 중 가장 우수한 것으로 판단된다. 줄기절단기 이용 양파 엽 기계 절단 시 평균 작업 속도는 0.17m·s-1였는데, 이는 인력 엽 절단 처리구의 평균 작업 속도 인 0.05m·s-1보다 3.4배 정도 빨랐으며, 이를 통해 해당 기종 을 이용하여 10a 면적을 작업할 경우에는 인력 작업(1인 기준) 에 비해 2.6시간 정도를 절감할 수 있을 것으로 기대된다. 또한 기계 엽 절단 처리구에서의 손상구 발생률은 1.3%로서 인력 엽 절단 처리구의 0.0%에 비해 높았는데, 이로 인해 기계 엽 절단 처리구가 인력 엽 절단 처리구보다 저장 중 양파 구 부패 율이 평균적으로 높았던 것으로 판단된다. 처리별 저장 특성 을 살펴보면, 저장 8개월 후 구 부위(기부, 정부)별 부패율은 기계 엽 절단 후 잔여 엽장이 5.0cm 미만인 처리구에서 잔여 엽장이 5.0cm 이상인 처리구보다 높았다. 이는 잔여 엽 길이 가 5.0cm 미만인 처리구에서는 5.0cm 이상인 처리구보다 저 장 중 구 부패를 유발하는 병원균의 감염이 쉬우므로 장기 저 장 시 부패율이 높은 것으로 생각된다. 본 실험 결과와 실험 기 종의 성능 목표(작업 후 잔여 엽장 : 5cm) 및 양파 수확 시 적정 잔여 엽장에 관한 기존의 연구결과 등을 종합적으로 고려할 경우, 본 실험에 사용된 줄기절단기 이용 양파 엽 절단 시 양파 의 적정 잔여 엽장은 5－10cm 정도일 것으로 판단된다.

The towing distance, which is speed over the ground, and the water flow quantity, which is speed through the water, were used when estimating the amount of Metapenaeus joyneri resources that rose to the surface at night using the swept area method in order to compare and analyze the difference. It was conducted using a shrimp dredge, trial fishing gear for catching Metapenaeus joyneri. Catch during the entire survey period was 188.9 kg. Monthly catch ranged from 3.1 to 109.2 kg, highest in June and lowest in September. The swept volume calculated using the speed over the ground was about 13% higher than using the speed through the water. Metapenaeus joyneri resources estimated using the towing distance ranged from 320.1 to 14,649.8 kg. Resources estimated using the water flow quantity ranged from 278.5 to 12,886.3 kg. Therefore, the amount of Metapenaeus joyneri resources estimated using the speed over the ground was about 14% higher than the method using the speed through the water, indicating that the amount of resources was overestimated.

분리막 기술은 해수담수화, 기체분리 등 산업용 분리 정제 공정을 비롯하여 우리 주변의 생활용품, 의료 및 헬스 케어 제품 등에서 쉽게 찾아볼 수 있다. 최근 지속가능한 친환경 분리막 제조 기술 또한 환경오염을 줄이기 위해 연구되고 있으며, 특히 polylactic acid (PLA), polybutylene adipate terephthalate (PBAT), polybutylene succinate (PBS) 등 생분해성 소 재를 활용한 분리막 제조기술이 보고되어 왔다. 기존 분리막 소재와 마찬가지로 생분해성 고분자 소재들 또한 상분리 공정을 통해 다공성 분리막을 제조하는 연구가 이루어지고 있다. 본 총설을 통해 대표적인 생분해성 고분자인 PLA 기반의 상분리 공정을 활용한 분리막 제조 기술 개발 동향을 살펴보고 향후 연구 개발 및 적용 가능성에 대해 고찰해보고자 한다.

2022년 1월부터 11월까지 부산지역에서 유통 중인 신선 농산물 210건을 대상으로 리스테리아균 분포 현황 및 병 원성 여부를 조사하였으며, 분리된 균주를 대상으로 혈청 형 및 유전자 지문분석을 통해 역학적 연관성을 확인하였 다. 조사 대상 신선농산물에서 총 40건의 리스테리아균이 검출되었으며, Listeria monocytogenes 등 4종의 리스테리 아균이 검출되었다. 이 중 L. innocua가 22건, L. monocytogenes 10건, L. grayi 6건, L. rocourtiae 2건으로 나타났으며, 이 중 식중독을 유발하는 L. monocytogenes균 은 팽이버섯에서만 검출되었다. L. monocytogenes의 병원 성을 유발하는 유전자인 iap, prfA, inlA, inlC, inlJ 및 hly 6종에 대한 분석 결과, 총 10개 균주 중 6개 균주에서 iap 등 6종의 병원성 유발 유전자가 검출되었으며, 4개 균주 에서 hly를 제외한 5종의 유전자가 검출되어 식중독 발생 잠재위험이 있음이 확인되었다. 지역 유통 식재료에 분포 하는 L. monocytogenes의 유전학적 유사도 및 오염원 추 이를 확인하기 위해 신선농산물에서 분리한 L. monocytogenes 10균주 및 2022년 부산지역 유통 가금류에 서 분리한 L. monocytogenes 2균주를 대상으로 혈청형 분 석 및 PFGE를 실시한 결과, 신선농산물 분리균주의 혈청 형은 1/2a 및 1/2b 두 가지 serotype으로 확인되었으며, 가 금류 분리균주는 모두 1/2a형으로 나타났다. 유전자지문 분석결과, 전체 균주의 유사도는 100-45.7%로 나타났고, 이 중 100% 상동성을 보인 균주들은 동일 생산농장 또는 동일지역 유래 팽이버섯에서 분리되어 오염원의 출처가 같음을 추측할 수 있었다. 신선농산물 분리균주와 유통 가금육 분리균주와의 유사도 확인 결과, 일부 팽이버섯 분 리균주와 가금육 분리균주의 유사도가 90.9-84.6%로 나타 났다. 농산물 및 축산물 생산시설간 오염원 이동 및 교차 가능성을 유추할 수 있었다.

The limitation of markers for chronic oral diseases such as oral lichen planus (OLP) and burning mouth syndrome (BMS) is a diagnostic challenge for clinicians. The pathogenesis of OLP and BMS is not yet fully understood. Therefore, diagnoses are mainly based on the observation of clinical features and history, rather than established markers. C-reactive protein (CRP) and erythrocyte sedimentation rate (ESR) are used to determine the state of inflammation; however, these markers have some limitations. Recently, a new inflammatory marker, pentraxin-3 (PTX3), has been identified in other systemic inflammatory diseases. PTX3 is a member of the pentraxin family and is classified as a long pentraxin. PTX3 is found in various human tissues, whereas the classical short pentraxin, CRP, is secreted only in the liver. PTX3 is a marker of autoimmune diseases and periodontitis. However, there are no studies on PTX3 in OLP and BMS; therefore, we sought to determine if PTX3 can be a diagnostic marker for OLP and BMS. PTX3 was found to be correlated with other inflammatory markers, suggesting its diagnostic value for inflammatory oral diseases. We also found that the PTX3 levels were lower in patients with OLP and BMS. ESR levels were elevated in the OLP and BMS groups, but CRP levels were not. Despite these associations, no correlation was found between PTX3 expression and other known clinical features of OLP and BMS. We suggest that PTX3 plays a role in the immunological and neurological pathways involved in the complex pathogenesis of OLP and BMS.

In this study, we investigated the change in fracture properties after friction stir welding on Al606. In the L-T direction test, the fracture toughness of the unwelded base material was 275 MPa, and the specimen subjected to friction stir welding (FSW) was 227 MPa, showing that the fracture toughness decreased significantly with friction stir welding. In the T-L direction test, the difference between the base material and the weld material was not large, but the fracture toughness was shown to decrease during welding. In the comparison of the L-T direction and the T-L direction, it was found that both the base material and the weld material showed high fracture toughness in the L-T direction.In this study, the following conclusions were obtained after friction stir welding of Al 6061-T6.

This study aimed to grow single crystals with low dislocation density using a heat exchange method using room temperature water, and investigated the effect of the structure of the heat exchanger under the crucible on the defects and dislocation density of the single crystals and the shape of the solid-liquid interface of the crystals, and obtained the following conclusions. The dislocation density of sapphire single crystal grown at 2,200℃ for 30 min and a growth rate of 0.2℃/min was 0.92x103pcs/㎠. Mo guard was used to stabilize the solid-liquid interface grown from seeds, and sapphire single crystals with a diameter of 130㎜ and a height of 75㎜ were grown.

해양공간계획(Marine spatial planning)은 해양의 합리적인 이용과 지속 가능한 해양 공간 활용을 위한 중요한 요소이다. 특히 어업활동 보호구역은 지속 가능한 어업을 위한 핵심 용도구역으로, 해양공간계획 경계 내에서 약 45.6%를 차지한다. 그러나, 현재 어업활동보호구역의 지정 과 평가는 미래 수요와 잠재적 가치를 충분히 반영하지 못하고 있으며, 중장기 계획 수립을 위한 보다 합리적인 평가 방법과 예측 도구가 필요한 상황이다. 이러한 문제를 해결하기 위해, 본 연구는 어업활동보호구역 내 주요 어종인 고등어, 갈치, 멸치, 참조기를 대상으로 어종 분포 예측을 시도하고, 현재 용도구역과의 비교를 통해 예측 도구의 가능성을 평가하였다. 한편, IPCC 6차 기후변화 시나리오(SSP1-2.6 및 SSP5-8.5)를 적용한 종분포 모델(MaxEnt)을 사용하여 미래 기후변화에 따른 어종의 이동 및 분포 변화를 분석한 결과, 고등어, 갈치, 참조기의 분포 면적은 현재보다 약 28~86% 증가했으나, 멸치의 분포 면적은 약 6~11% 감소했다. 이 결과를 바탕으로 주요 4종의 종풍부도 지도를 작성하였으며, 해양공간계획 경 계 내에서 ‘높음’으로 평가된 종풍부도 해역과 어업활동보호구역이 중복되는 비율은 약 15%, SSP1-2.6 시나리오에서 21%, SSP5-8.5 시나리오에서 34%로 증가하였다. 연구 결과는 향후 용도구역 평가나 유보구역 변경 시 과학적 근거로 활용될 수 있으며, 어종의 현재 종분포와 기후변화에 따 른 분포 예측을 통해 현재 용도구역 평가의 한계를 보완하고, 지속 가능한 유용 해양 자원의 이용을 위한 계획 수립에 기여할 것으로 판단된다.

전 세계 해양의 대부분을 차지하는 공해는 해양바이오산업 성장에 필수적인 귀중한 해양 자원을 보유하고 있다. 이러한 글로 벌 노력의 최전선에는 한국의 공해 자원 확보 및 기초효능(기초물질) 탐사사업이 있다. 이 연구는 대중의 인식을 측정하고 프로젝트의 이 점을 정량화하여 향후 정책 결정에 대한 통찰력을 제공하고자 했다. 결과에 따르면, 연평균 지불의사액(WTP)은 3,778.8원으로, 전체 국민 으로 확장하면 약 815.4억 원에 해당하는 것으로 나타났다. 본 연구의 의미는 두 가지이다. WTP를 기반으로 공해상 해양생명자원 확보의 경제적 가치는 연간 약 815억 원에 달할 정도로 상당하다. 이는 투자에 대한 WTP를 고려할 때 향후 정책 수립을 위한 중요한 참고 자료 로 제공 가능하다. 해양생물자원에 대한 관심이 높아지고 있는 반면, 대중의 인식은 상대적으로 낮은 편이다. 그러나 본 사업은 해양바이 오산업에 필수적인 데이터베이스를 구축하고 국제 해양생물자원을 확보하는데 있어서 중요한 역할을 하고 있다. 대중의 관심과 지속적인 지원은 이 사업 뿐만 아니라 향후 정책 구현에도 매우 중요하다. 대중의 인식을 높이는 전략은 필수적이며, 연구 결과는 향후 정책 결정 에 귀중한 의견을 제공한다.

This study was performed to investigate antioxidant and anti-inflammatory activities of perilla(Perilla frutescens L.) seed, flower and leaf according to extraction condition. Perilla seed extracts(PSE), perilla flower extracts(PFE), perilla leaf extracts(PLE) was extracted by stirring extraction (STE, 25°C), shaking extraction (SHE, 80°C), and sonication assisted extraction(SAE, , 25°C) with 94% ethanol, 60% ethanol and distilled water, followed by analysis of total polyphenol and flavonoid and testing radical scavenging activities. The highest total polyphenol content (5.47, 9.36, 38.58 mg gallic acid equivalent/g), total flavonoid content(5.77, 8.62, 46.44 mg catechin equivalent/g), ABTS(10.68, 19.46, 63.56 mg trolox equivalent/g) and DPPH(6.51, 7.69, 79.73 mg trolox equivalent/g) radical scavenging activity of PSE, PFE and PLE was observed in the HWE with 60% ethanol,. Among the three extraction method, SHE provided the best results for yield, polyphenol, flavonoid content of perilla seed, flower, leaf in comparison to STE or SAE. SHE with 60% ethanol of perilla seed, flower, leaf more effectively inhibited secretion of nitric oxide(NO) and pro-inflammatory cytokine in RAW 264.7 macrophage exposed to LPS compared to other extraction solvent and method. Therefore, these extracts obtained from perilla seed, flower, leaf could be used antioxidant and anti-inflammatory ingredients in the food industry.

This study conducted an investigation into the effects of fruit type and cultivation practices (organic and conventional) on soil characteristics and soil arthropod communities within apple, blueberry, grape, peach, and pear orchards. The collection of soil arthropod communities was achieved through the utilization of pitfall traps, with concurrent measurements taken for soil moisture content, electrical conductivity, and temperature. The findings of this study unveiled substantial impacts attributed to fruit type and cultivation practices on soil characteristics. Specifically, within organic apple orchards, discernibly higher levels of soil moisture content, electrical conductivity, and temperature were observed when compared to their conventional counterparts. The investigation into soil arthropod communities yielded a total of 1,527 individuals, classified in to five phyla and 15 orders. The range of abundance, species richness, and diversity indices varied across conventional and organic orchards. Cultivation practices were found not to exert a significant influence on soil arthropod community characteristics. However, Non-metric Multidimensional Scaling (NMDS) analysis indicated a significant differentiation in soil arthropod community structure based on cultivation practices. This study underscores the importance of considering vegetation structure and environmental characteristics that may influence soil arthropod communities comprehensively when assessing the impact of cultivation practices on soil arthropods. Furthermore, it emphasizes the need to account for both the characteristics and structure of soil arthropod communities in understanding the implications of cultivation practices on these organisms.

Aluminum alloys, known for their high strength-to-weight ratios and impressive electrical and thermal conductivities, are extensively used in numerous engineering sectors, such as aerospace, automotive, and construction. Recently, significant efforts have been made to develop novel aluminum alloys specifically tailored for additive manufacturing. These new alloys aim to provide an optimal balance between mechanical properties and thermal/ electrical conductivities. In this study, nine combinatorial samples with various alloy compositions were fabricated using direct energy deposition (DED) additive manufacturing by adjusting the feeding speeds of Al6061 alloy and Al-12Si alloy powders. The effects of the alloying elements on the microstructure, electrical conductivity, and hardness were investigated. Generally, as the Si and Cu contents decreased, electrical conductivity increased and hardness decreased, exhibiting trade-off characteristics. However, electrical conductivity and hardness showed an optimal combination when the Si content was adjusted to below 4.5 wt%, which can sufficiently suppress the grain boundary segregation of the α- Si precipitates, and the Cu content was controlled to induce the formation of Al2Cu precipitates.

This study measured soil respiration in pine forests dominated by Pinus densiflora in Mt. Jeombong, Mt. Namsan, Mt. Jirisan in Republic of Korea from 2009 to 2010. The seasonal variations, along with temperature and soil moisture content, were measured to understand the characteristics at each site. Soil respiration was highest in summer and autumn, closely influenced by the increase in soil temperature. Throughout the measurement period, soil respiration ranged from 205.6 to 312.2 mg CO2 m-2 h-1, with Mt. Namsan showing the highest values and Mt. Jirisan the lowest. A strong correlation was observed between soil respiration and soil temperature, with Q10 values ranging from 2.5 to 3.0. Precipitation significantly affected soil moisture content, and although it appeared to influence soil respiration, no significant correlation was found.

The genus Desmodesmus (Chodat) S.S. An, T. Friedl & E. Hegewald is ubiquitous in freshwater ecosystems, such as rivers, ponds, and wetlands. The actual species diversity and distribution of the genus is unknown because of morphological plasticity affected by habitats. Currently, 38 Desmodesmus species have been reported in Korea most of which transferred from the genus Scenedesmus recently, however, no phylogenetic relationships have been studied yet. Despite the challenges in analyzing relationships among Desmodesmus species through the morphology, ecology, and original description, this study focused on examining species-level relationships using the FBCC culture strains isolated from Korea. A total of 299 sequences (66 of 18S rRNA, 47 of atpB, 67 of petA, 52 of rbcL, and 67 of tufA) were newly determined and used for phylogenetic analysis. Four plastid genes tend to have higher variation than 18S rRNA in the variable sites and P-distance. From the combined phylogeny, the Desmodesmus included six clades such as Clade-1: D. pseudoserratus and D. serratus, Clade-2: D. communis, D. dispar, D. maximus, D. pannonicus, unidentified Desmodesmus sp., Clade-3: D. bicaudatus and D. intermedius, Clade-4: D. microspina, D. multivariablis, D. pleiomorphus, D. subspicatus, Clade-5: D. abundans, D. kissii, and D. spinosus, and Clade-6: D. armatus, D. armatus var. longispina, D. opoliensis, unidentified Desmodesmus spp. The new sequence data from FBCC strains will be used to identify species and study the molecular ecology of scenedesmacean green algae in freshwater ecosystems. The phylogenetic information from this study will expand our understanding of Desmodesmus species diversity in Korea.

Dissolved organic matter (DOM) is a key component in the biogeochemical cycling in freshwater ecosystem. However, it has been rarely explored, particularly complex river watershed dominated by natural and anthropogenic sources, such as various effluent facility and livestock. The current research developed a new analytical method for TOC/TN (Total Organic Carbon/Total Nitrogen) stable isotope ratio, and distinguish DOM source using stable isotope value (δ13C-DOC) and spectroscopic indices (fluorescence index [FI] and biological index [BIX]). The TOC/TN-IR/MS analytical system was optimized and precision and accuracy were secured using two international standards (IAEA-600 Caffein, IAEA-CH-6 Sucrose). As a result of controlling the instrumental conditions to enable TOC stable isotope analysis even in low-concentration environmental samples (<1 mgC L-1), the minimum detection limit was improved. The 12 potential DOM source were collected from watershed, which includes top-soils, groundwater, plant group (fallen leaves, riparian plants, suspended algae) and effluent group (pig and cow livestock, agricultural land, urban, industry facility, swine facility and wastewater treatment facilities). As a result of comparing characteristics between 12 sources using spectroscopic indices and δ13C-DOC values, it were divided into four groups according to their characteristics as a respective DOM sources. The current study established the TOC/TN stable isotope analyses system for the first time in Korea, and found that spectroscopic indices and δ13C-DOC are very useful tool to trace the origin of organic matter in the aquatic environments through library database.

In this study, the performances of H2S, NH3, and HCl sensors for real-time monitoring in small emission facilities (4, 5 grades in Korea) were evaluated at high concentration conditions of those gases. And the proper approach for the collection of reliable measurement data by sensors was suggested through finding out the effect on sensor performances according to changes in temperature and humidity (relative humidity, RH) settings. In addition, an assessment on sensor data correction considering the effects produced by environmental settings was conducted. The effects were tested in four different conditions of temperature and humidity. The sensor performances (reproducibility, precision, lower detection limit (LDL), and linearity) were good for all three sensors. The intercept (ADC0) values for all three sensors were good for the changes of temperature and humidity conditions. The variation in the slope value of the NH3 sensor showed the highest value, and this was followed by the HCl, H2S sensors. The results of this study can be helpful for data collection by enabling the more reliable and precise measurements of concentrations measured by sensors.

PURPOSES : This study aims to perform a quantitative analysis of Forward Collision Warning and crash frequency using heavy vehicle driving data collected in expressway driving environments, and to classify the driving environments where Forward Collision Warnings of heavy vehicles occur for accident-prone areas and analyze their occurrence characteristics. METHODS : A bivariate Gaussian mixture model based on inter-vehicle distance gap and speed-acceleration parameters is used to classify the environment in which Forward Collision Warning occurs for heavy vehicles driving on expressways. For this analysis, Probe Vehicle Data of 80 large trucks collected by C-ITS devices of Korea Expressway Corporation from May to June 2022. Combined with accident information from the past five years, a detailed analysis of the classified driving environments is conducted. RESULTS : The results of the clustering analysis categorizes Forward Collision Warning environments into three groups: Group I (highdensity, high-speed), Group II (high-density, low-speed), and Group III (low-density, high-speed). It reveals a positive correlation between Forward Collision Warning frequency and accident rates at these points, with Group I prevailing. Road characteristics at sites with different accident incidences showed that on-ramps and toll gates had high occurrences of both accidents and warnings. Furthermore, acceleration deviation at high-accident sites was significant across all groups, with variable speed deviations noted for each warning group. CONCLUSIONS : The Forward Collision Warning of heavy vehicles on expressways is classified into three types depending on the driving environment, and the results of these environmental classifications can be used as a basis for building a road environment that reduces the risk of crashes for heavy vehicles.