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Deep learning-based scalable and robust channel estimator for wireless cellular networks

  • Anseok Lee;Yongjin Kwon;Hanjun Park;Heesoo Lee
    • ETRI Journal
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    • v.44 no.6
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    • pp.915-924
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    • 2022
  • In this paper, we present a two-stage scalable channel estimator (TSCE), a deep learning (DL)-based scalable, and robust channel estimator for wireless cellular networks, which is made up of two DL networks to efficiently support different resource allocation sizes and reference signal configurations. Both networks use the transformer, one of cutting-edge neural network architecture, as a backbone for accurate estimation. For computation-efficient global feature extractions, we propose using window and window averaging-based self-attentions. Our results show that TSCE learns wireless propagation channels correctly and outperforms both traditional estimators and baseline DL-based estimators. Additionally, scalability and robustness evaluations are performed, revealing that TSCE is more robust in various environments than the baseline DL-based estimators.

Overcoming taxonomic challenges in DNA barcoding for improvement of identification and preservation of clariid catfish species

  • Piangjai Chalermwong;Thitipong Panthum;Pish Wattanadilokcahtkun;Nattakan Ariyaraphong;Thanyapat Thong;Phanitada Srikampa;Worapong Singchat;Syed Farhan Ahmad;Kantika Noito;Ryan Rasoarahona;Artem Lisachov;Hina Ali;Ekaphan Kraichak;Narongrit Muangmai;Satid Chatchaiphan6;Kednapat Sriphairoj;Sittichai Hatachote;Aingorn Chaiyes;Chatchawan Jantasuriyarat;Visarut Chailertlit;Warong Suksavate;Jumaporn Sonongbua;Witsanu Srimai;Sunchai Payungporn;Kyudong Han;Agostinho Antunes;Prapansak Srisapoome;Akihiko Koga;Prateep Duengkae;Yoichi Matsuda;Uthairat Na-Nakorn;Kornsorn Srikulnath
    • Genomics & Informatics
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    • v.21 no.3
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    • pp.39.1-39.15
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    • 2023
  • DNA barcoding without assessing reliability and validity causes taxonomic errors of species identification, which is responsible for disruptions of their conservation and aquaculture industry. Although DNA barcoding facilitates molecular identification and phylogenetic analysis of species, its availability in clariid catfish lineage remains uncertain. In this study, DNA barcoding was developed and validated for clariid catfish. 2,970 barcode sequences from mitochondrial cytochrome c oxidase I (COI) and cytochrome b (Cytb) genes and D-loop sequences were analyzed for 37 clariid catfish species. The highest intraspecific nearest neighbor distances were 85.47%, 98.03%, and 89.10% for COI, Cytb, and D-loop sequences, respectively. This suggests that the Cytb gene is the most appropriate for identifying clariid catfish and can serve as a standard region for DNA barcoding. A positive barcoding gap between interspecific and intraspecific sequence divergence was observed in the Cytb dataset but not in the COI and D-loop datasets. Intraspecific variation was typically less than 4.4%, whereas interspecific variation was generally more than 66.9%. However, a species complex was detected in walking catfish and significant intraspecific sequence divergence was observed in North African catfish. These findings suggest the need to focus on developing a DNA barcoding system for classifying clariid catfish properly and to validate its efficacy for a wider range of clariid catfish. With an enriched database of multiple sequences from a target species and its genus, species identification can be more accurate and biodiversity assessment of the species can be facilitated.

Characteristics of Particulate Carbon in the Ambient Air in the Korean Peninsula (한반도 권역별 대기 중 입자상 탄소 특성 연구)

  • Lee, Yeong-jae;Park, Mi-kyung;Jung, Sun-a;Kim, Sun-jung;Jo, Mi-ra;Song, In-ho;Lyu, Young-sook;Lim, Yong-jae;Kim, Jung-hoon;Jung, Hae-jin;Lee, Sang-uk;Choi, Won-Jun;Ahn, Joon-young;Lee, Min-hee;Kang, Hyun-jung;Park, Seung-myeong;Seo, Seok-jun;Jung, Dong-hee;Hyun, Joo-kyeong;Park, Jong-sung;Hwang, Tae-kyung;Hong, You-deog;Hong, Ji-hyung;Shin, Hye-jung
    • Journal of Korean Society for Atmospheric Environment
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    • v.31 no.4
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    • pp.330-344
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    • 2015
  • Semi-continuous measurements of $PM_{2.5}$ mass, organic and elemental carbon were made for the period of January to October 2014, at six national air monitoring stations in Korea. OC and EC concentrations showed a clear seasonal variation with the highest in winter (January) and the lowest in summer (August). In winter, the high carbonaceous concentrations were likely influenced by increased fuel combustion from residential heating. OC and EC concentrations varied by monitoring stations with 5.9 and $1.7{\mu}g/m^3$ in Joongbu area, 4.2 and $1.2{\mu}g/m^3$ in Honam area, 4.0 and $1.3{\mu}g/m^3$ in Yeongnam area, 3.7 and $1.6{\mu}g/m^3$ in Seoul Metropolitan area, 3.0 and $0.8{\mu}g/m^3$ in Jeju Island, 2.9 and $0.7{\mu}g/m^3$ in Baengnyeong Island respectively. The concentrations of OC and EC comprised 9.6~ 15.5% and 2.4~ 4.7% of $PM_{2.5}$. Urban Joongbu area located adjacent to the intersection of several main roads showed the highest carbon concentration among six national air monitoring station. On the other hand, background Baengnyeong Island showed the lowest carbon concentration and the highest OC/EC ratio (4.5). During the haze episode, OC and EC were enhanced with increase in $PM_{2.5}$ about 1.3~ 3 and 1.3~ 4.0 times respectively. The concentrations of OC, EC in the Asian dust case are about 1~ 2.4 times greater than in the nondust case. The origins of air mass pathways arriving at Seoul, using the backward trajectory analysis, can be mostly classified into 6 groups (Sector I Northern Korea including the sea of Okhotsk, Sector II Northern China including Mongolia, Sector III Southern China, Sector IV South Pacific area, Sector V Japan, Sector VI Southern Korea area). When an air mass originating from northern China and Mongolia, the OC concentrations were the most elevated, with a higher OC/EC ratio (2.4~ 3.3), and accounting for 17% of $PM_{2.5}$ mass on average.

Penidioxolanes A and B, 1,3-Dioxolane Containing Azaphilone Derivatives from Marine-derived Penicillium sp. KCB12C078

  • Kim, Seung Min;Son, Sangkeun;Kim, Jong Won;Jeon, Eun Soo;Ko, Sung-Kyun;Ryoo, In-Ja;Shin, Kee-Sun;Hirota, Hiroshi;Takahashi, Shunji;Osada, Hiroyuki;Jang, Jae-Hyuk;Ahn, Jong Seog
    • Natural Product Sciences
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    • v.21 no.4
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    • pp.231-236
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    • 2015
  • Two new azaphilone derivatives containing 1,3-dioxolane moiety, penidioxolanes A (1) and B (2), were isolated from marine-derived fungus Penicillium sp. KCB12C078, together with four known compounds (3-6) by chemical investigation. Compounds 1 - 6 were isolated by combination of silica gel, ODS column chromatography and preparative HPLC. Their structures were determined by analysis of spectroscopic data including 1D-, 2D-NMR, and MS techniques. The isolates were evaluated against cancer cell growth inhibition effects and antimicrobial activity.

A Study of Public-Academia Cooperative Research in the USA for Improvement of Atmospheric Research in Korea: Based on the CIRES Case (한국의 관학 대기과학 연구 발전을 위한 미국 협동연구 사례 분석 - 콜로라도대학 환경과학협동연구소를 중심으로)

  • Song, Byunghyun
    • Atmosphere
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    • v.23 no.3
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    • pp.357-365
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    • 2013
  • A public-academia cooperative research system is suggested to improve the level of national research on atmospheric science and to enable the National Institute of Meteorological Research (NIMR) to meet its overloaded demand for research and results. As a practical example of cooperative research the CIRES case was reviewed. CIRES, the Cooperative Institute for Research in Environmental Sciences, located at the University of Colorado Boulder, is one of NOAA's 18 cooperative research centers located at universities across the U.S. NOAA, the National Oceanic and Atmospheric Administration, as a part of government, gives clear guideline for research topics and supplies research funds to research centers and audits their research processes and accomplishments. NOAA Boulder Laboratories, as a large, well-established government research center managed by government scientists, supplies depth of experiences and major research infra-structure to CIRES. CIRES pursues innovative and challenging research with their younger and brand-new researchers who are university employees. This cooperative work between government research organizations and the university produces high level research efficiently. Not only does Boulder have a beautiful natural setting where researchers live and work but also the city is a home to many scientific agencies and research facilities. This robust scientific network provides rich opportunities for CIRES researchers to collaborate with others in their scientific fields.