Shang

研究兴趣

个人研究领域包括：气味传感、分子印迹材料、机器学习、黎曼几何、推荐系统、类脑导航等。目前，本人主要致力于以下的研究方向：

分子特性参数与气味感官语义的联系；
类脑导航及SLAM算法的研究；
基于图神经网络的推荐系统

职业经历

2021.1- 助理研究员，机器人学研究室，中科院沈阳自动化研究所.
2020.5-2020.12 资深数据科学家，税务科学组，安永日本.
2018.10-2020.4 数据科学家，科学组，雅虎日本.

教育经历

2015.9-2018.9 博士，电子信息学院，九州大学，日本。导师: 林间司教授
2012.9-2015.6 硕士，机械与电子工程学院，西北农林科技大学，中国。导师: 郭文川教授
2008.9-2012.6 学士，机械与电子工程学院，西北农林科技大学，中国。

期刊论文

[21] Bin Chen, Hao Guo, Chuanjun Liu, Liang Shang, Xiao Ye, Lin Chen, Changhao Feng, Kenshi Hayash, Molecularly imprinted sol-gel/Au@ Ag core-shell nano-urchin localized surface plasmon resonance sensor designed in reflection mode for detection of organic acid vapors, Biosensors and Bioelectronics, vol. 169, pp. 112639, 2020. (SCI Q1, IF=10.257) [PDF]

[20] Bin Chen, Chuanjun Liu, Liang Shang, Hao Guo, Jiongming Qin, Lingpu Ge, Chun Ju Jing, Changhao Feng, Kenshi Hayashi, Electric-field enhancement of molecularly imprinted sol–gel-coated Au nano-urchin sensors for vapor detection of plant biomarkers, Journal of Materials Chemistry C, vol. 8, no. 1, pp. 262-269, 2020. (SCI Q1, IF=7.059) [PDF]

[19] Chuanjun Liu, Liang Shang, Kenshi Hayashi, Co-occurrence-based clustering of odor descriptors for predicting structure-odor relationship, 2019 IEEE International Symposium on Olfaction and Electronic Nose (ISOEN), pp. 1-4, 2019. (EI)

[18] Shota Shimizu, Liang Shang, Fumihiro Sassa, Kenshi Hayashi, Multiplexed LSPR gas sensor with an arrayed molecularly imprinted Sol-Gel filter, 2019 IEEE International Symposium on Olfaction and Electronic Nose (ISOEN), pp. 1-3, 2019. (EI)

[17] Bin Chen, Chuanjun Liu, Liang Shang, Ying Huang, Shaohua Yang, Xiaoyan Sun, Changhao Feng, Kenshi Hayashi, Electron transfer during binding processes between thiolate molecules and Au nano-islands, Applied Surface Science, vol. 473, pp. 49-54, 2019. (SCI Q1, IF=6.182) [PDF]

[16] Liang Shang, Chuanjun Liu, Bin Chen, Kenshi Hayashi, Plant biomarker recognition by molecular imprinting based localized surface plasmon resonance sensor array: Performance improvement by enhanced hotspot of au nanostructure, ACS sensors, vol. 3, no. 8, pp. 1531-1538, 2018. (SCI Q1, IF=7.333) [PDF] [SI]

[15] Chuanjun Liu, Liang Shang, Hiro-Taka Yoshioka, Bin Chen, Kenshi Hayashi, Preparation of molecularly imprinted polymer nanobeads for selective sensing of carboxylic acid vapors, Analytica chimica acta, vol. 1010, pp. 1-10, 2018. (SCI Q1, IF=5.977) [PDF]

[14] Liang Shang, Chuanjun Liu, Bin Chen, Kenshi Hayashi, Development of molecular imprinted sol-gel based LSPR sensor for detection of volatile cis-jasmone in plant, Sensors and Actuators B: Chemical, vol. 260, pp. 617-626, 2018. (SCI Q1, IF=7.1) [PDF]

[13] Liang Shang, Chuanjun Liu, Yoichi Tomiura, Kenshi Hayashi, Odorant clustering based on molecular parameter-feature extraction and imaging analysis of olfactory bulb odor maps, Sensors and Actuators B: Chemical, vol. 255, pp. 508-518, 2018. (SCI Q1, IF=7.1) [PDF]

[12] Liang Shang, Chuanjun Liu, Kenshi Hayashi, Localized surface plasmon resonance modified with molecularly imprinted sol-gel sensor for cis-jasmone vapor detection, 2017 IEEE Sensors, pp. 1-3, 2017. (EI)

[11] Liang Shang, Chuanjun Liu, Yoichi Tomiura, Kenshi Hayashi, Machine-learning-based olfactometer: prediction of odor perception from physicochemical features of odorant molecules, Analytical Chemistry, vol. 89, no. 22, pp. 11999-12005, 2017. (SCI Q1, IF=6.785) [PDF]

[10] Liang Shang, Chuanjun Liu, Masashi Watanabe, Bin Chen, Kenshi Hayashi, LSPR sensor array based on molecularly imprinted sol-gels for pattern recognition of volatile organic acids, Sensors and Actuators B: Chemical, vol. 249, pp. 14-21, 2017. (SCI Q1, IF=7.1) [PDF]

[9] Zhuanwei Wang, Chunjiang Zhao, Liang Shang, Fanrong Kong, Xiaofeng Weng, Nondestructive testing of muskmelons varieties based on dielectric spectrum technology, Transactions of the Chinese Society of Agricultural Engineering, vol. 33, no. 9, pp. 290-295, 2017. (EI)

[8] Haoyu Wang, Liang Shang, Hiro-Taka Yoshioka, Fumihiro Sassa, Kenshi Hayshi, Optical detection of plant biogenic volatile organic compounds with molecular recognizing fluorescent micro beads, IEICE Technical Report, vol. 116, no. 435, pp. 1–4, 2017.

[7] Liang Shang, Chuanjun Liu, Yoichi Tomiura, Kenshi Hayashi, Artificial odor cluster map of odorant molecular parameters and odor maps in rat olfactory bulbs, Chemical Sense, vol. 41, no. 9, pp. E212-E212, 2016. (SCI Q3, IF=2.261)

[6] Wenchuan Guo, Jingsi Gu, Dayang Liu, Liang Shang, Peach variety identification using near-infrared diffuse reflectance spectroscopy, Computers and Electronics in Agriculture, vol. 123, pp. 297-303, 2016. (SCI Q1, IF=3.85)

[5] Wenchuan Guo, Liang Shang, Xinhua Zhu, Stuart O Nelson, Nondestructive detection of soluble solids content of apples from dielectric spectra with ANN and chemometric methods, Food and Bioprocess Technology, vol. 8, no. 5, pp. 1126-1138, 2015. (SCI Q1, IF=3.20) [PDF]

[4] Liang Shang, Wenchuan Guo, Stuart O Nelson, Apple variety identification based on dielectric spectra and chemometric methods, Food Analytical Methods, vol. 8, no. 4, pp. 1042-1052, 2015. (SCI Q2, IF=2.47) [PDF]

[3] Minghai Wang, Wenchuan Guo, Liang Shang, Jingsi Gu, Nondestructive detection of soluble solids content for multiple peach fruits using near-infrared diffuse reflectance spectra, Journal of Northwest A & F University-Natural Science Edition, vol. 42, no. 2, pp. 142-148, 2014.

[2] Liang Shang, Jingsi Gu, Wenchuan Guo, Non-destructively detecting sugar content of nectarines based on dielectric properties and ANN, Transactions of the Chinese Society of Agricultural Engineering, vol. 29, no. 17, pp. 257-264, 2013. (EI) [PDF]

[1] WenChuan Guo, Liang Shang, MingHai Wang, XinHua Zhu, Soluble solids content detection of postharvest apples based on frequency spectrum of dielectric parameters, Transactions of the Chinese Society for Agricultural Machinery, vol. 44, no. 9, pp. 132-137, 2013. (EI) [PDF]

会议论文

[7] Liang Shang, Liu Chuanjun, Kenshi Hayashi, High-performance Molecular Imprinted Sol-gel LSPR Array for Plant Volatile Organic Components Sensing, International Symposium on Organic Molecular Electronics (ISOME), Tosu, Japan, 2018. (EI, Oral) [Slides]

[6] Liang Shang, Liu Chuanjun, Kenshi Hayashi, Localized Surface Plasmon Resonance Modified with Molecularly Imprinted Sol-gel Sensor array for Plant Volatile Organic Compounds Detection, IEEE Sensors, Glasgow, UK, 2017. (EI, Oral) [Slides]

[5] Liang Shang, Liu Chuanjun, Kenshi Hayashi, Localized surface plasmon resonance gas sensor based on molecularly imprinted sol-gel for selective cis-jasmone vapor detection, 8th International Conference on Surface Plasmon Photonics (SSP8), Taipei, Taiwan, China, 2017. (Poster) [Poster]

[4] Liang Shang, Liu Chuanjun, Tomiura Yoichi, Kenshi Hayashi, Statistical clustering of odorant molecules based on both molecular profile feature extraction and olfactory bulb odor map imaging analysis, Digital Olfaction Society (DOS), Tokyo, Japan, 2016. (Poster) [Poster]

[3] Liang Shang, Liu Chuanjun, Kenshi Hayashi, LSPR sensor modified by molecularly imprinted sol-gel for selective organic acid vapor detection, The Japan Society of Applied Physics (JSAP), Tsushima, Japan, 2016. (Oral) [Slides]

[2] Liang Shang, Liu Chuanjun, Kenshi Hayashi, Molecularly imprinted sol-gel based LSPR sensor for selective fatty acid vapor detection, The International Meeting on Chemical Sensors (IMCS), Jeju Island, Korea, 2016. (Oral) [Slides]

[1] Liang Shang, Liu Chuanjun, Tomiura Yoichi, Kenshi Hayashi, Artificial odor cluster map of odorant molecular parameters and odor maps in rat olfactory bulbs, International Symposium on Olfaction and Taste (ISOT), Yokohama, Japan, 2016. (Poster) [Poster]

研究项目

[2] 日本文部省，基盘(A) 15H01695， Advanced Sensing Technology for Supporting Next-generation Agriculture， 2015.4~2018.3， 407,919$，骨干。 [Link]

[1] 日本文部省，基盘(A) 15H01713， Visualization of Odor Quality and Space， 2015.4~2018.3， 407,919$，骨干。 [Link]

学术服务

学术机构:

审稿:

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
International Joint Conferences on Artificial Intelligence (IJCAI)
Sensors and Actuators: B. Chemical
IEEE Sensors

荣誉奖励

2021 中国科学院特别研究助理 Top 1%
2020 科学部门奖 Yahoo! Japan Top 5%
2019 数据与科学部门将 Yahoo! Japan Top 5%
2018 日本语能力测试N1 日本教育学会
2017 国际学会发表助成 NEC财团法人 Top 20%
2015 优秀毕业生西北农林科技大学 Top 5%
2013 研究生国家奖学金中国教育部 Top 5%
2012 日本语能力测试N2 日本教育学会
2008-2012 一等专业奖学金西北农林科技大学 Top 10%

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