贾伟宽

个人简介

贾伟宽,男,博士/讲师,山东郓城人。研究方向:农业信息技术与装备、人工智能。2009年于山东农业大学获农学硕士学位,2016年于江苏大学获工学博士学位。2015年获博士研究生国家奖学金,2016年获江苏大学优秀博士学位论文。

2007-2009年于中国矿业大学—中国科学院智能信息处理联合实验室进行客座研究,主要从事神经网络分类、智能计算等方面的研究,对于进化神经网络、聚类无监督学习等在农业数据挖掘中的应用做了深入研究。2013-2016年在机械工业设施农业测控技术与装备重点实验室从事人工智能、农业信息技术与装备等方面的研究,对于复杂图像目标识别、特殊样本分类问题、农业数据的信息缺失等做了深入研究。

先后参与多个国家自然科学基金、江苏省自然科学基金、教育部博士点基金、重点实验室开放基金等项目研究。在Applied Soft ComputingApplied IntelligenceComputational Intelligence and Neuroscience、农业机械学报、农业工程学报、模式识别与人工智能、电子学报等国内外学术期刊发表学术论文40余篇,其中SCI检索12篇,EI检索30余篇。受聘为国际期刊Applied Soft ComputingDiscrete Dynamics in Nature and SocietyComputers and Electronics in AgricultureInternational Journal of Fuzzy SystemsMathematical Problems in Engineering等,国内期刊《计算机科学》、《计算机应用》、《农业工程学报》等特邀审稿人

 

近年来发表的论文:

1Weikuan Jia, Dean Zhao*, Ling Ding. An optimized RBF neural network algorithm based on partial least squares and genetic algorithm for classification of small sample. Applied Soft Computing, 2016, 48: 373-384. (SCI/EI)

2Weikuan Jia, Dean Zhao*, Tian Shen, Shifei Ding, Yuyan Zhao, Chanli Hu. An optimized classification algorithm by BP neural network based on PLS and HCA. Applied Intelligence, 2015, 43(1): 176-191. (SCI/EI)

3Weikuan Jia, Dean Zhao*, Yuyang Tang, Chanli Hu, Yuyan Zhao. An optimized classification algorithm by neural network ensemble based on PLS and OLS. Mathematical Problems in Engineering, 2014, ID: 395263, 1-8. (SCI/EI)

4Weikuan Jia, Dean Zhao*, Tian Shen, Chunyang Su, Chanli Hu, Yuyan Zhao. A new optimized GA-RBF neural network algorithm. Computational Intelligence and Neuroscience, 2014, ID: 982045, 1-6. (SCI/EI)

5Weikuan Jia, Dean Zhao*, Tian Shen, Yuyang Tang, Yuyan Zhao. Study on optimized Elman neural network classification algorithm based on PLS and CA. Computational Intelligence and Neuroscience, 2014, ID: 724317, 1-13. (SCI/EI)

6贾伟宽,丁世飞*,苏春阳,许新征,史忠植.基于Shannon熵的因子特征提取算法研究.模式识别与人工智能,2011, 24(3): 327-331. (EI)

7贾伟宽,赵德安*,刘晓洋,唐书萍,阮承治,姬伟.机器人采摘苹果果实的K-meansGA-RBF-LMS神经网络识别.农业工程学报, 2015, 31(18): 175-183. (EI)

8贾伟宽,赵德安*,阮承治,沈甜,陈玉,姬伟.苹果采摘机器人夜间图像降噪算法.农业工程学报, 2015, 31(10): 219-226. (EI)

9贾伟宽,赵德安*,阮承治,刘晓洋,陈玉,姬伟.夜视图像的小波变换和独立成分分析融合降噪方法.农业机械学报, 2015, 46(9): 9-17. (EI)

10贾伟宽,赵德安*,刘晓洋,阮承治.基于小波模糊阈值的苹果采摘机器人夜视图像降噪研究.华中科技大学学报(自然科学版), 2015, 43(S1): 509-512. ( EI)

11Weikuan Jia, Dean Zhao*, Chanli Hu, Chengzhi Ruan. Fast recognition of overlapping fruit based on maximum optimization for apple harvesting robot. International Journal of Collaborative Intelligence, 2015, 1(2): 124-136.

12Shifei Ding*, Weikuan Jia, Chunyang Su, Liwen Zhang, Lili Liu. The research of neural network algorithm based on factor analysis and cluster analysis. Neural Computing and Applications. 2011, 20(2): 297-302. (IF0.699, SCI/EI)

13Shifei Ding*, Weikuan Jia, Chunyang Su, Xiaoliang Liu, Jinrong Chen. An improved BP Neural Netwok Algorithm Based on Factor Analysis. Journal of Convergence Information Technology, 2010, 5(4): 103-108. (EI)

14赵德安*,贾伟宽,张云,赵宇艳,姬伟,刘运.基于改进自适应滤波的农业机器人自主导航控制设计.农业机械学报, 2015, 46(5): 1-6. (EI)

15丁世飞*,贾伟宽,许新征,史忠植.基于PLSElman神经网络算法研究.电子学报. 2010, 38(2A): 71-75.EI

16Liu Xiaoyang, Zhao Dean, Jia Weikuan, Ruan Chengzhi, Tang Shuping, Shen Tian. A method of segmenting apples at night based on color and position information. Computers and Electronics in Agriculture, 2016, 122: 118-123. (SCI/EI)

17Chengzhi Ruan, Dean Zhao*, Weikuan Jia, Chen Chen, Yu Chen, Xiaoyang Liu. A new image denoising method by combining WT with ICA. Mathematical Problems in Engineering, 2015(2015), 582640: 1-10. (SCI/EI)

18Chengzhi Ruan, Dean Zhao*, Weikuan Jia, Chen Chen, Yu Chen. Night vision image denoising of apple harvesting robot based on wavelet fuzzy threshold. International Journal of Advanced Robotic Systems. 2015, 12(61872): 1-16. (SCI/EI)

19Shifei Ding*, Hong Zhu, Weikuan Jia, Chunyang Su. A survey on feature extraction for pattern recognition. Artificial Intelligence Review, 2012, 37(3):169-180. (IF1.565, SCI/EI).

20Xu Xinzheng, Shifei Ding*, Weikuan Jia, Gang Ma, Fengxiang Jin. Research of assembling optimized classification algorithm by neural network based on Ordinary Least Squares (OLS). Neural Computing and Applications. 2013, 22(1): 187-193. (SCI/EI).

 

参与项目:

1主持2014.6-2016.5,江苏省普通高校研究生科研创新计划项目:苹果采摘机器人目标识别关键技术研究(No.: KYLX14-1062)

2参与2015年立项,国家自然科学基金项目(面上):基于快速视觉伺服控制的多照度环境苹果高效机器采摘方法研究(No.: 31571571)

3参与2015年立项,国家自然科学基金项目(面上):干扰由函数限定条件下的高阶滑模控制理论与应用研究(No.: 61573170)

4参与2014.1-2016.12,国家自然科学基金项目(面上):面向大规模复杂数据的多粒度知识发现关键理论与技术研究(No.: 61379101)

 

国家发明专利:

1赵德安*,贾伟宽,陈玉,阮承治.一种用于苹果采摘机器人的夜视图像降噪方法.中国国家发明专利,申请号: 201510104218.6. (已公开)