刘阳教授

发布时间:2020-11-17浏览次数:251




姓名:刘阳

职务:院长助理

最高学位:博士

职称:教授、博士生导师

工作单位:中国海洋大学水产学院

地址:青岛市鱼山路5

联系方式:yangliu315@ouc.edu.cn

  

  

  


研究领域:

海洋遥感;海洋GIS;渔业资源;气候变化;适宜指数模型

通过把卫星遥感、GISIT等新技术与水产研究交叉融合,最终目的是实现水产业的精准化和智能化。希望能在这个方向上培养一批具有国际竞争力的硕士和博士。

知识没有民族和国界的限制,专业也无先来后到,只要勤奋、努力、用心就好。

欢迎有志于此的同学,来信咨询。

(有遥感、GIS、编程等基础的同学优先考虑)

  

教育工作经历:

2017/02-现在中国海洋大学水产学院,渔业资源,教授

2015/04-2017/01 (日本)北海道大学北极域研究中心, 渔业遥感,博士研究员

2011/10-2015/03 (日本)北海道大学水产学院,渔业遥感,博士研究员

2008/04-2011/09 (日本)北海道大学农学院,卫星遥感,博士

2006/09-2008/03沈阳农业大学水利学院,测量学,助教


授课经历:

2017/02-现在主讲研究生《学术论文写作》;主讲本科生《渔业遥感技术》

参讲本科生《现代渔业科学与技术研究进展》、

《海洋资源与环境概论》、《现代渔业资源与环境研究进展》

2011/10-2015/03《卫星海洋学》助教

2006/09-2008/03主讲《测量学》、《测量与遥感》

  

获奖及荣誉:

2019年自然资源部第二海洋研究所青年访问“海星学者”

2019年指导本科生获得中国海洋大学优秀学士学位论文(周振佳)

2018年中国海洋大学优秀教师

2017年中国海洋大学青年英才工程第一层次

20162017年美国NOAA The Saltonstall-Kennedy Grant Program”评审

2014年北太平洋海洋科学机构(PICES)年会,FIS Committee Best Poster Award

2013年北太平洋海洋科学机构(PICES)年会,FIS Committee Best Poster Award

2011年北海道大学校长奖学金(三年全额)

  

以下SCI杂志审稿人:

Aquaculture

International Journal of Remote Sensing

Geoscience and Remote Sensing Letters

ISPRS Journal of Photogrammetry and Remote Sensing

Journal of Marine System

Remote Sensing

Fishers Research

Applied Geography

GIScience and Remote Sensing

Remote Sensing of Environment

  

科研项目:

1.20201-202312月,国家自然科学基金面上项目“气候变化对太平洋牡蛎养殖适宜性动态的影响研究”(41976210),主持

2.201812-202212月,国家重点研发计划“蓝色粮仓科技创新”重点专项我国重要渔业水域食物网结构特征与生物资源补充机制(2018YFD0900902),课题主持

3.20191-202012月,山东省重点研发计划(公益类专项)“基于遥感和海洋大数据的远洋渔业资源探查研究”(2019GHY112014),主持

4.20201-202312月, 国家自然科学基金重点项目“蓝点马鲛种群动态对多尺度气候变化的响应过程与机理”(41930534),参加

5.20191-202112月,国家自然科学基金国际合作项目“气候变化和捕捞双重压力对海洋生态系统的综合影响”(41861134037),参加

6.20176-202012月, 中央高校基本科研业务经费“气候变化背景下远洋渔业资源精准预报系统”(201762015),主持

7.201710-20191月,中国博士后科学基金第62批面上项目一等资助“基于夜间灯光数据的西北太平洋渔业资源评估研究”(187202),主持

  

发明专利:

1.一种利用遥感夜间灯光数据识别秋刀鱼渔船的方法:CN109993087A,2019-07-09

2.一种日本鳀冬季渔场模型筛选预测方法:CN111523732A,2020-08-11

  

航海经历:

日本海调查, 北海道大学调查船“うしお丸”, 2011-2015

西北太平洋实习,北海道大学调查船“おしょろ丸”, 2012

南海,中国海洋大学调查船“东方红3号”,2019

南极,中国第36次南极考察,“雪龙号”,2019.12-2020.03

  

已发表论文:


Peer Reviewed Journal Articles:

1)Liu,Y., Tian, Y.J., Saitoh, S-I., Alabia, I.D., Mochizuki, K.I., Impact of Climate Extremes on Suitability Dynamics for Japanese Scallop Aquaculture in Shandong, China and Funka Bay, Japan, Sustainability, 12(3):833, 2020.

2)Ma, Shuyang; Tian, Yongjun; Li, Jianchao; Yu, Haiqing; Cheng, Jiahua; Sun, Peng; Fu, Caihong; Liu, Yang; Watanabe, Yoshiro.Climate Variability Patterns and Their Ecological Effects on Ecosystems in the Northwestern North Pacific[J].Front. Mar. Sci.,2020

3)Peng Sun, Qi Chen, Caihong Fu, Yi Xu, Runlong Sun, Jianchao Li, Haiqing Yu, Chi Zhang, Yang Liu, Zhenjiang Ye, Yongjun Tian. Latitudinal differences in early growth of largehead hairtail (Trichiurus japonicus) in relation to environmental variables. Fisheries Oceanography, 2020; 00:1-14. Doi:10.1111/fog.12490.

4)Ma S, Tian Y, Fu C, Yu H, Li J, Liu Y, Cheng J, Wan R, Watanabe Y., Climate-induced nonlinearity in pelagic communities and non-stationary relationships with physical drivers in the Kuroshio ecosystem. Fish Fish. 2020; 00:1–17.

5)Ma S, Tian Y, Li J, Yu H, Cheng J, Sun P, Fu C, Liu Y and Watanabe Y(2020) Climate Variability Patterns and Their Ecological Effects on Ecosystems in the Northwestern North Pacific. Front. Mar. Sci. 7:546882. doi: 10.3389/fmars.2020.546882

6)Haiqing Yu Huaming Yu, Shin-ichi Ito, Yongjun Tian, Hui Wang, Yang Liu, Qingwang Xing, Andrew Bakun, Ryan M.Kelly. Potential environmental drivers of Japanese anchovy (Engraulis japonicus) recruitment in the Yellow Sea. Journal of Marine Systems, 212, 103431, 2020.

7)Ju P, Tian Y, Chen M, Yang S, Liu Y, Xing Q and Sun P (2020) Evaluating Stock Status of 16 Commercial Fish Species in the Coastal and Offshore Waters of Taiwan Using the CMSY and BSM Methods. Front. Mar. Sci. 7:618. doi: 10.3389/fmars.2020.00618

8)Liu S, Liu Y*, Alabia ID, Tian Y, Ye Z, Yu H, Li J and Cheng J (2020) Impact of Climate Change on Wintering Ground of Japanese Anchovy (Engraulis japonicus) Using Marine Geospatial Statistics. Front. Mar. Sci. 7:604. doi: 10.3389/fmars.2020.00604

9)Qinwang Xing, Huaming Yu, Haiqing Yu, Peng Sun, Yang Liu, Zhenjiang Ye, Jianchao Li, Yongjun Tian, A Comprehensive model-based index for identification of larval retention areas: A case study for Japanese anchovy Engraulis japonicus in the Yellow Sea, Ecological Indicators, 2020, 116, 106479.

10)Chen, G.Y., Liu, Y*., Tian, Y.J., Tian, H., Use of VIIRS DNB Satellite Images to Detect Nighttime Fishing Vessel Lights in Yellow Sea. CSAE 2019: Proceedings of the 3rd International Conference on Computer Science and Application Engineering October 2019 Article No.: 124 Pages 1–5 https://doi.org/10.1145/3331453.3361661

11)Liu S.G., Liu Y., Fu C.H., Yan L.X., Xu Y., Wan R., Li J.C., and Tian Y.J., Using novel spawning ground indices to analyze the effects of climate change on Pacific saury abundance. Journal of Marine Systems, 191:13-23, 2019.

12)Ma, S., Liu, Y., Li, J., Fu, C., Ye, Z., Sun, P., Yu, H., Cheng, J., Tian, Y., Climate-induced long-term variations in ecosystem structure and atmosphere-ocean-ecosystem processes in the Yellow Sea and East China Sea, Progress in Oceanography, 175: 183-197, 2019.

13)Ma, S., Cheng, J., Li, J., Liu, Y., Wan, R., Tian, Y., Interannual to decadal variability in the catches of small pelagic fishes form China Seas and its responses to climatic regime shifts, Deep-Sea Research Part II, 159: 112-129, 2019.

14)Tian, H., Liu, Y*., Tian, Y., Chen, G., Li, J., Liu S., Yan, L., Li, Y. and Lin, L., Detection of Fishing Boats in the Northwest Pacific Using Satellite Nighttime Image. DEStech Transactions on COMPUTER SCIENCE and ENGINEERING, 6:77-82, 2018.

15)Liu Y, Saitoh S-I, Maekawa K, Mochizuki K-I, Tian Y.J. Impact of short-term climate effects and sea ice coverage variation on Japanese scallop aquaculture in Saroma Lake, Japan. Aquaculture Research. 49(5):1752-1767, 2018.

16)Liu, Y., Saitoh, S-I., Ihara, Y., Nakada, S., Kanamori, M., Zhang, X., Baba, K., Ishikawa, Y., and Hirawake, T. Development of a three dimensional growth prediction model for the Japanese scallop in Funka Bay, Japan, using OGCM and MODIS. ICES Journal of Marine Science, 72(9), 2684-2699, 2015.

17)Liu, Y, Saitoh S-I, Hirawake T., Igarashi, H., Ishikawa, Y., “Detection of Squid and Pacific Saury fishing vessels around Japan using VIIRS Day/Night Band image”. Proceedings of the Asia-Pacific Advanced Network, Vol.39, 28-39, 2015.

18)Liu Y., Saitoh S-I., Nakada S., Zhang X., Hirawake T., “Impact of Oceanographic Environmental Shifts and Atmospheric Events on the Sustainable Development of Coastal Aquaculture: A Case Study of Kelp and Scallops in Southern Hokkaido, Japan”. Sustainability. 7(2):1263-1279, 2015.

19)Liu, Y., Saitoh, S-I., Radiarta, I. N., Hirawake, T., “Spatiotemporal variations in suitable areas for Japanese scallop aquaculture in Dalian, China from 2003 to 2012”. Aquaculture, 422-423: 172-183, 2014.

20)Aura, C. M., Saitoh, S.-I., Liu, Y., Hirawake, T., Baba, K. and Yoshida, T. “Implications of marine environment change on Japanese scallop (Mizuhopecten yessoensis) aquaculture suitability: a comparative study in Funka and Mutsu Bays, Japan”. Aquaculture Research. 1-19, 2014.

21)Liu, Y., Saitoh, S-I., Igarashi, H., Hirawake, T., “The regional impacts of climate change on coastal environments and the aquaculture of Japanese scallops in northeast Asia: case studies from Dalian, China and Funka Bay, Japan”. International Journal of Remote Sensing, 35:11-12, 4422-4440, 2014.

22)Liu, Y., Saitoh, S-I., Radiarta, I. N., Isada, T., Hirawake, T., Mizuta, H., and Yasui, H. “Improvement of an aquaculture site-selection model for Japanese kelp (Saccharina japonica) in southern Hokkaido, Japan: an application for the impacts of climate events”. ICES Journal of Marine Science, 70:1460-1470, 2013.

23)Guo, M., Wang, X. F., Liu, Y., Matsuoka, N., Tani, H., Matsumura, S., “Improvement of knowledge classifier to enhance classification in arid semi-arid area”. Journal of Arid Land Studies, 21-4, 155-165, 2012.

24)Guo, M., Wang, X. F., Liu, Y., Li, J., Wang, H. M., Matsuoka, N., Tani, H., “The effects of sand dust storms on greenhouse gases”. International Journal of Remote Sensing, 33(21), 6838-6853, 2012.

25)Liu, Y., Wang, X. F., Guo, M., Tani, H., “Mapping the FTS SWIR L2 product of XCO2 and XCH4 data from the GOSAT by the Kriging method– A case study in East Asia”. International Journal of Remote Sensing, 33(10), 3004-3025, 2012.

26)Liu, Y., Wang, X. F., Guo, M., Matsuoka, N., Tani, H., Matsumura, S., “Spatial and temporal relationships among NDVI, climate factors and land cover changes in northeast Asia from 1982 to 2009”. GIScience and Remote Sensing, 48 (3), 371-393, 2011.

27)Liu, Y., Guo, M., Wang, X. F., Tani, H., Yi, K. P., “Analysis the Impact of Drought on NDVI in Drought Periods Combined with Climate factors and Land Cover in Southwest China”, 34th International Symposium on Remote Sensing of Environment - The GEOSS Era: Towards Operational Environmental Monitoring , 2011.

28)Guo, M., Liu, Y., Wang, X. F., Matsuoka, N., Tani, H., “Analysis of desertification and wood land distribution: A case study on the Balinyou Banner of Inner Mongolia, China”, 34th International Symposium on Remote Sensing of Environment - The GEOSS Era: Towards Operational Environmental Monitoring, 2011.

29)Liu, Y., Wang, X. F., Guo, M., Tani, H., “Comparison of GOSAT CAI and SPOT VGT NDVI data with Different Season and Land Cover in East Asia”. Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XXXVIII-4/W25, 94-97, doi:10.5194/isprsarchives-XXXVIII-4-W25-94-2011, 2011

30)Liu, Y., Wang, X. F., Tani, H., “A study on land cover change of two typical cities in Northeast Asia using satellite data”. Proceedings, 33rd International Symposium on Remote Sensing of Environment, ISRSE 2009.

31)Wang, X. F., Liu, Y., Matsuoka, N., Tani, H., Zang, L. J., Matsumura, S., “A Study on Estimation and Changing of Net Primary Productivity in the Yellow River Basin using Satellite Data and Climate Data”. Journal of Environmental Information Science Vol.37, No.5, 2009.

32)连鹏,刘阳*,何晓晴,景有甫,黄聪颖,董浙燚,宋旭辉,徐安康. 基于无人机遥感的海洋养殖区识别研究[J]水产研究,2019,64:179-188.

33)黄紫丛, 刘阳*, 黄锘妍, 陈艺璇, 谢建民, 刘腾宇. 3D打印技术在海洋渔业研究中的应用进展[J]水产研究, 2019, 6(2): 73-81. DOI: 10.12677/ojfr. 2019. 62009

34)闫鲁鑫,张弛,刘世刚,田浩,刘阳,田永军,西北太平洋公海渔场秋刀鱼群体渔业生物学特征初步研究,浙江海洋大学学报2019425日,已接收

35)田浩,刘阳*,田永军,刘世刚,闫鲁鑫,陈冠宇,李建超,李渊,林龙山.基于遥感夜间灯光数据的西北太平洋秋刀鱼渔船识别研究,水产学报20194311

36)潘新冬, 张弛, 叶振江, 徐宾铎, 李建超, 刘阳, 田永军. 黄海南部蓝点马鲛耳石微量元素. 水产学报,2019(4), 907-916.

37)祖凯伟;程家骅;刘阳;张弛;李建超;潘新冬;叶振江;田永军.产卵期及越冬期蓝点马鲛渔场分布变化及其与海表温度的关系[J].海洋湖沼通报,2019(06):48-57.

38)刘琦;张弛;叶振江;田永军;刘阳;李建超.东、黄海海鳗与山口海鳗生长和死亡参数的初步研究[J].中国海洋大学学报(自然科学版),2019(S2):46-52.

39)陈冠宇,刘阳*,田浩,叶振江,于海庆,李建超,田永军,以VIIRS-DNB数据为基础的黄海渔船夜间灯光动态,水产学报2020446):1047-1056

40)刘阳,盛建东,蒋平安,区域土壤养分空间变异研究-以新疆生产建设兵团农一师16团为例,新疆农业大学学报29(2), pp.65-70, 2006.


其他文章:

1. 刘阳,冬季的鄂霍次克海70-80%的海域被流冰或者冰原覆盖,中国国家地理201712期,p.127.

2. 刘阳,南极捕鱼记,中国海洋大学报202064日副刊.


International Conferences

1)Liu, Y., Tian Y.J., Tian H., Liu,S.G., “Spatial and temporal dynamic of fishing boats for Pacific saury and environmental changes in Northwestern Pacific using remote sensing”. PICES 2019 Annual Meeting, 20-27, Oct. 2019, Victoria, Canada

2)Liu, Y., Tian Y.J., Tian H., “Analysis of monthly variation of fishing zone for Pacific saury using Multi-Sensor satellite and fishery data”. PICES 2018 Annual Meeting, 25, Oct.-4, Nov. 2018, Yokohama, Japan

3)Liu, Y., Saitoh, S-I., Kuroda, H., Yuan, S.Y., Tian, Y.J., “Development of a growth prediction model for Japanese scallop along the Okhotsk coast of Hokkaido, Japan using RS and FRA-ROMS”. PICES 2017 Annual Meeting, 22, Sep.-1, Oct., 2017, Vladivostok, Russia

4)Liu, Y., Saitoh, S-I., Tian, Y.J., Wan, R., “Impacts of climate change on suitable region for Japanese scallop aquaculture in Shandong, China and southern Hokkaido, Japan, using RS/GIS”. PICES 2016 Annual Meeting, 2-13, November, 2016, San Diego, USA

5)Liu, Y., Saitoh, S-I., Hirata, T., Fujii, M., “Human Activities in the Arctic from Space”. Hokkaido University-Finnish Universities Joint Symposium, 10-12, November, 2015, Sapporo, Japan.

6)Liu, Y., Saitoh, S-I., Maekawa, K., Yuan, S. Y., Hirawake, T., “The impact of winter East Asia Monsoon and ice coverage variation on Japanese scallop aquaculture in Saroma Lake, Japan”. PICES 2015 Annual Meeting, 14-25, October, 2015, Qingdao, China.

7)Liu, Y., Saitoh, S-I., Hirawake, T., “The impacts of climate change on marine environment variation to Japanese scallop growth in Funka Bay, Japan using MODIS and OGCM”. 3rd Climate Change Symposium, Mar 23–27, 2015, Santos, Brazil.

8)Liu, Y., Saitoh, S-I., Radiarta, I. N., Hirawake, T., “The improvement of the sustainable aquaculture model for kelp and scallop in southern Hokkaido, Japan using satellite remote sensing, GIS and OGCM”. 12th Biennial Conference of Pan Ocean Remote Sensing Conference (PORSEC) 2014, 4-7, November, 2014, Bali, Indonesia.

9)Liu, Y., Saitoh, S-I., Takegawa, H., Hirawake, T., “Developing fishing grounds prediction model for neon flying squid in the central North Pacific using satellite remote sensing and vessel monitoring system”. 12th Biennial Conference of Pan Ocean Remote Sensing Conference (PORSEC) 2014, 4-7, November, 2014, Bali, Indonesia.

10)Aura, C. M., Saitoh, S-I.,Liu, Y., and Hirawake, T., Assessment of the magnitude and interrelationship of seasonal phytoplankton bloom occurrence at the Japanese scallop (Mizuhopecten yessoensis) farming area of Okhotsk Sea, Hokkaido, Japan. North Pacific Marine Science Organization (PICES) 2014 meeting, 16-26, October, 2014,Yeosu, Korea.

11)Liu, Y., Saitoh, S-I., TakegawaH., and Hirawake, T., Developing fishing grounds prediction model for neon flying squid in the central North Pacific using satellite remote sensing and vessel monitoring system. North Pacific Marine Science Organization (PICES) 2014 meeting, 16-26, October, 2014, Yeosu, Korea.

12)Liu, Y., Saitoh, S-I., Ihara, Y., Hirawake, T., Baba, K., Kanamori, M., “Development of the 3-D growth prediction model for Japanese scallop in Funka Bay, Japan”. PICES 2013 Annual Meeting, 13-21, October, 2013, Nanaimo, Canada.

13)Liu, Y., Saitoh, S-I., Radiarta, I. N., Isada, T., Hirawake, T., Mizuta, H., and Yasui, H., “The impacts of climate events on aquaculture site-selection model for Japanese kelp (Saccharina japonica) in southern Hokkaido, Japan”. 6th China-Japan-Korea IMBER Symposium, 3-4, October, 2013, Tokyo, Japan.

14)Liu, Y., Saitoh, S-I., Igarashi, H., Hirawake, T., “Impacts of climate change on suitable region for Japanese scallop aquaculture in Dalian, China and Funka Bay, Japan, using GIS-Based model and satellite remote sensing”. 6th China-Japan-Korea IMBER Symposium, 3-4, October, 2013, Tokyo, Japan.

15)Saitoh, S-I., Shibata, H., Liu, Y., Radiarta, I. N., Isada, T., Hirawake, T., Mizuta, H., Yasui, H., “Aquaculture site selection for Gagome kelp, Kjellmaniella Crassifolia, in southern Hokkaido, Japan, using satellite remote sensing and GIS-based models”. International Symposium on Remote Sensing 2013, May 15-17, 2013, Chiba, Japan.

16)Liu, Y., Saitoh, S-I., “Comparison of suitable sites for Japanese scallop aquaculture in Funka Bay, Japan and Dalian, China, using GIS-based model and satellite remote sensing”. 35nd International Symposium on Remote Sensing of Environment, 21-26 April 2013, Beijing, China.

17)Saitoh, S-I., Liu, Y., Radiarta, I. N., Hirawake, T., “Potential impact of climate variability on Japanese scallop aquaculture in southern Hokkaido, Japan”. 11th Biennial Conference of Pan Ocean Remote Sensing Conference (PORSEC) 2012, 5-9, November 2012, Kochi, Kerala, India.

18)Liu, Y., Saitoh, S-I., Radiarta, I. N., Isada, T., Hirawake, T., Mizuta, H., Yasui, H., “Impact of climate variability on marine aquaculture: a case study on the Japanese kelp in southern Hokkaido, Japan, using satellite remote sensing and GIS-based models”. PICES 2012 Annual Meeting, Effects of natural and anthropogenic stressors in the North Pacific ecosystems: Scientific challenges and possible solutions, 12-21, October, 2012, Hiroshima, Japan.

19)Liu, Y., Saitoh, S-I., Radiarta, I. N., Isada, T., Hirawake, T., Mizuta, H., and Yasui, H., “Impact of climate variability on marine aquaculture: a case study on the Japanese kelp in southern Hokkaido, Japan, using satellite remote sensing and GIS-based models”. PICES 2012 Annual Meeting, Effects of natural and anthropogenic stressors in the North Pacific ecosystems: Scientific challenges and possible solutions, 12-21, October, 2012, Hiroshima, Japan.

20)Saitoh, S-I., Radiarta, I. N., Liu, Y., Hirawake, T., “Potential impact of climate variability on Japanese scallop aquaculture in southern Hokkaido, Japan”. The second international symposium, Effects of climate change on the world’s oceans, 13-20, May, 2012, Yeosu, Korea.

21)Liu, Y., Saitoh, S-I., Radiarta, I. N., Hirawake, T., “An impact of climate change on the development of marine aquaculture: A case study on Japanese scallop in Dalian, China, using satellite remote sensing and GIS-based models”. The second international symposium, Effects of climate change on the world’s oceans, 13-20, May, 2012, Yeosu, Korea.

22)Saitoh, S-I., Hirawake, T., Liu, Y., Zhao, M. Y., Isada, T., Takahashi, F., Kim, H. S., “Preliminary results on application of GOCI to societal and Operational use for fisheries”. 2nd GOCI PI Workshop and GOCI-development workshop, 11-13 January, 2012, Kordi, Ansan, Korea.

23)Liu, Y., Wang, X. F., Guo, M., Tani, H., “Comparison of GOSAT CAI and SPOT VGT NDVI data with Different Season and Land Cover in East Asia”. ISPRS Workshop on Geospatial Data Infrastructure: from data acquisition and updating to smarter services, WG IV/1, 20-21 October 2011, Guilin, China.

24)Liu, Y., Wang, X. F., Guo, M., Tani, H., “Anaysis of relationship between NDVI and GHG in Daxing’an Mountain region, China”. ISPRS Workshop on Dynamic and Multi-Dimensional GIS, WG VI/4, 17-18 October, 2011, Shanghai, China.

25)Liu, Y., Guo, M., Wang, X. F., Tani, H., Yi, K. P., “Analysis the Impact of Drought on NDVI in Drought Periods Combined with Climate factors and Land Cover in Southwest China”. 34nd International Symposium on Remote Sensing of Environment, 10-15 April 2011, Sydney, Australia.

26)Guo, M., Liu, Y., Wang, X. F., Matsuoka, N., Tani, H., “Analysis of desertification and wood land distribution: A case study on the Balinyou Banner of Inner Mongolia, China”. 34nd International Symposium on Remote Sensing of Environment, 10-15 April 2011, Sydney, Australia.

27)Liu, Y., Wang, X. F., Tani, H., “Land cover change of two typical cities in Northeastern Asia using satellite data”. 33nd International Symposium on Remote Sensing of Environment, 4-8 May 2009, Stresa, Italy.