人工智能科研团队现有专职研究人员12人,其中高级职称8人,具有博士学位7人,研究生导师4人。主要研究方向包括:智能计算、复杂网络和智能图像处理,重点围绕人工智能领域前沿科学问题及关键技术开展研究,在智能设计、优化、控制、信号处理、决策等多方面探索新机制、新技术和创新应用。实验室现有科研设备包括高性能服务器、FPGA开发板、GPU开发套件、智能小车、可编程机器人、智能机械臂等,共计100多万元。
团队主要成员有:夏学文和徐星教授、张应龙、喻飞和吴泓润等副教授。近5年来,实验室成果丰富,共承担国家自然科学基金3项、省部级重大项目1项、省部级一般项目近10项、横向项目10多项,累计科研经费200多万元;在国内外期刊上发表论文80余篇,其中SCI、EI收录40余篇;获授权专利7项、软件著作权10多项;出版专著及教材5部。研究成果取得了国内外专家学者的认可。
1.主持和参与的科研项目
[1] 国家自然科学基金,协同演化算法的在大规模优化中的相关问题研究(61663009), 2017.01-2020.12,41万,在研,主持人:夏学文
[2] 江西省自然科学基金,演化算法的动力学模型及其最优控制理论研究(20151BAB207022), 2015.01-2016.12,5.0万,已结题,主持人:夏学文
[3] 国家自然科学基金青年项目,基于交互式演化算法的日用陶瓷产品造型设计研究(No. 61702239),24万,2018.1-2020.12,在研,主持人:徐星
[4] 江西省教育厅科学研究一般项目,分布协同交互式遗传算法研究及其在陶瓷造型设计中的应用(No. GJJ170765),3万,2018.1-2020.12,在研,主持人:徐星
[5] 景德镇市科技局,基于遗传算法的陶瓷产品造型交互式设计研究(No. 20161GYZD011-011),2万,2017.1-2018.12,已结题,主持人:徐星
[6] 江西省自然科学基金面上项目,热力学优化算法及若干关键问题研究(No. 20142BAB217024),5万,2015.1-2017.4,已结题,主持人:徐星(评定结果为:优秀).
[7] 江西省自然科学基金青年项目,基于智能算法的生态传感器网络的覆盖优化研究(No. 20122BAB211036),2万,2013.1-2018.5,已结题,主持人:徐星(评定结果为:优秀).
[8] 景德镇陶瓷大学工程技术研究创新项目,互联网+陶瓷文化创意平台建设,景陶大发(2017)108号,8万,2018.1-2019.12,已结题,主持人:徐星
[9] 江西省教育厅一般项目,基于热力学的新型智能优化算法研究及其应用(No.GJJ14639),2万,2014.1-2017.9,已结题,主持人:徐星
[10] 国家自然科学地区基金,基于节点相似度的大规模融合情感社交网络分析与挖掘(61762036),36万,2018.01-2021.12,在研,主持人:张应龙
[11] 江西省自然科学基金面上项目,面向融合情感结点相似度的大规模社交网络分析与挖掘(20171BAB202012),6万,2017.01-2019.12,已结题,主持人:张应龙
[12] 国家自然科学青年基金项目,基于子网特征的肿瘤多源数据深度挖掘方法及其应用研究(61602174),2017.01-2019.12,20万,已结题,参加人:张应龙,排名第4
[13] 国家自然科学基金面上项目,信息网络关联关系分析技术研究(61272137),2013.01- 2016.12,80万,已结题,参加人:张应龙,排名第3
[14] 江西省自然科学基金,基于非负矩阵分解的特定关系回避推荐研究(20161BAB212050),2016.01-2018.12,7万,已结题,参加人:张应龙,排名第3
[15] 江西省高校人文社会科学研究项目,基于句子标注的新闻图像资源库建设研究(XW1502),2016.01-2018.12,1.5万,已结题,参加人:张应龙,排名第3
[16] 闽南师范大学校长基金项目,基于FCM的脑MR图像分割及其偏移场估计研究(KJ18010),10万,2018.9-2021.8,在研,主持人:宋建华
[17] 培育省部共建教育部重点实验室开放基金项目,基于多尺度MRF与模糊聚类融合的图像分割方法研究(P201410),2万,2014.1-2016.12,已结题,主持人:宋建华
[18] 国家自然科学基金项目,四元数体上的核分类器及其在特征级信息融合中的应用研究(61201399),26万,2013.1-2015.12,参与人:宋建华,排名第四
[19] 福建省高校重大教育教学改革研究项目,人工智能视角下的应用型人才培养模式创新和改革(FBJG20180015),2018.10-2020.10,40万,在研,主持人:喻飞
[20] 福建省教育厅(中青年教师教育科研项目),基于协同创新平台的卓越本科生培养(JZ160144),2016.10-2017.10,2万,已结题,主持人:喻飞
[21] 福建省自然科学基金项目,隐性优化问题中的人机协同自适应演化算法研究(2015J01270),2015.04-2018.04,6万,已结题,主持人:喻飞
[22] 横向课题-厦门欧万智能科技有限公司(应用开发),物联网硬件平台及客户端软件服务开发,2017.01-2019.01,10万,在研,主持人:喻飞
[23] 福建省科技项目创新基金,阳光下可视高清无线传输导演监视器(2018C0027),2018/01-2020/12,40万元,在研,参与人:王灵芝,排名第2
[24] 福建省中青年教师教育科研项目,基于对数微分法的多电容同步测量系统研究(JA15319),2015-2017,1万元,已结题,主持人:王灵芝
[25] 福建省教育厅中青年科技项目,基于稀疏组合梯度能量泛函的图像复原技术研究及其应用(JT180310),2018.06-2019.06,1万元,已结题,主持人:林凡
2.代表性论文及科研成果
[1] Xuewen Xia(夏学文), Ling Gui, Fei Yu, Triple Archives Particle Swarm Optimization, IEEE Transactions on Cybernetics, 2019, DOI: 10.1109/TCYB.2019.2943928.
[2] Xuewen Xia(夏学文), Ling Gui, Guoliang He, An expanded particle swarm optimization based on multi-exemplar and forgetting ability, Information Sciences, 2020, 508: 105-120.
[3] Xuewen Xia(夏学文), Chengwang Xie, Particle swarm optimization using multi-level adaptation and purposeful detecting operators, Information Sciences, 2017, 385-386: 174-195.
[4] Ling Gui, Xuewen Xia*(夏学文,通信作者), A multi-role based differential evolution, Swarm and Evolutionary Computation, 2019, 50: 100508.
[5] Xuewen Xia(夏学文), Ying Xing, Bo Wei, A fitness-based multi-role particle swarm optimization, Swarm and Evolutionary Computation, 2019, 44: 349-364.
[6] Xuewen Xia(夏学文), Ling Gui, Zhi-Hui Zhan, A multi-swarm particle swarm optimization algorithm based on dynamical topology and purposeful detecting, Applied Soft Computing, 2018, 67: 126-140.
[7] Xuewen Xia(夏学文), Liu Jingnan, Hu Zhongbo, An improved particle swarm optimizer based on tabu detecting and local learning strategy in a shrunk search space, Applied Soft Computing, 2014, 23: 76-90.
[8] Xuewen Xia(夏学文), Yichao Tang, B. Wei, Dynamic Multi-Swarm Particle Swarm Optimization Based on Elite Learning, IEEE Access, 2019, 7: 184849-184865.
[9] Bo Wei, Wensheng Zhang, Xuewen Xia*(夏学文,通信作者), Efficient Feature Selection Algorithm Based on Particle Swarm Optimization With Learning Memory, IEEE Access, 2019, 7:166066-166078.
[10] Xuewen Xia(夏学文), Yichao Tang, Bo Wei, Dynamic multi-swarm global particle swarm optimization, Computing, 2020, DOI: 10.1007/s00607-019-00782-9.
[11] Xuewen Xia(夏学文), Bojian Wang, Chengwang Xie, A sophisiticated PSO based on multi-level adaptation and purposeful detection, Soft Computing, 2018, 22: 2603-2618.
[12] Xuewen Xia(夏学文), Ling Gui, Guoliang He, A hybrid optimizer based on firefly algorithm and particle swarm optimization algorithm, Journal of Computational Science, 2018, 26:488-500.
[13] 邓先礼, 魏波, 夏学文*(通信作者), 基于多种群的自适应迁移PSO算法,电子学报, 2018, 46(8): 1858-1865.
[14] 夏学文, 刘经南, 李元香, 具备反向学习和局部学习能力的粒子群算法, 计算机学报, 2015, 38(7): 1397-1407.
[15] 夏学文, 桂凌, 戴志锋, 基于多尺度选择性学习和探测-收缩机制的PSO算法, 电子学报, 2016, 44(5): 1090-1100.
[16] Xing Xu(徐星),Jiantao Pi, Zhijie Zhu, etc. Research on Location Selection of Ceramic Logistics Center Based on Hybrid Genetic Algorithm. Basic&Clinical Pharmacology&Toxicology, 2020, 126(s2):173-174.
[17] Xing Xu(徐星), Jiantao Pi, Ao Xu, etc. The Initial Application of Interactive Genetic A lgorithm for Ceramic Modelling Design.Frontier Computing, 2019, pp.1409-1419.
[18] Xiang Wan, BingXiang Liu,Xing Xu* (徐星,通信作者).A Grain Output Combination Forecast Model Modified by Data Fusion Algorithm. Journal of Intelligent Systems, 2018,27(2):303-315.
[19] Xing Xu(徐星), Na Hu, Weiqin Ying, etc. The Particle Swarm Differential Evolution Algorithm for Ecological Sensor Network Coverage Optimization. Journal of Intelligent Systems,2016,25 (3):335-350.
[20] Chengle Yu, Bingxiang Liu and Xing Xu*(徐星,通信作者). Identify the Microblogging Opinion Leaders Based on HITS-IMP Algorithm. International Journal of Hybrid Information Technology,2016,9(3):87-94.
[21] 张应龙, 夏学文, 余鹰, 邓志刚.大图上的SuperSimRank近似计算方法,电子学报,2019, 47(7):1591-1595.
[22] Zhang,Yinglong (张应龙), Li, Cuiping, Chen, Hong. Accuracy Estimation of Link-based Similarity Measures and Its Application,Frontiers of Computer Science,2016,10(1):113-123.
[23] Zhang, Yinglong (张应龙), Li, Cuiping, Chen, Hong, Sheng, Likun, Fast SimRank computation over diskresident graphs,18th International Conference on Database Systems for Advanced Applications, DASFAA 2013,16-30,Wuhan.
[24] 张应龙,李翠平,陈红. 信息网络中一个有效的基于链接的结点相似度度量,软件学报,2014,(11):2602-2615.
[25] Zhe Zhang, Jianhua Song*(宋建华,通信作者). An Adaptive Fuzzy Level Set Model with Local Spatial Information for Medical Image Segmentation and bias correction, IEEE Access, 2019, 7: 27322-27338.
[26] Zhe Zhang, Jianhua Song* (宋建华,通信作者). A Robust Brain MRI Segmentation and Bias Field Correction Method Integrating Local Contextual Information into a Clustering Model, Applied Sciences. 2019, 9(7), 1332.
[27] Jianhua Song(宋建华), Zhe Zhang. Brain Tissue Segmentation and Bias Field Correction of MR Image Based on Spatially Coherent FCM with Nonlocal Constraints, Computational and Mathematical Methods in Medicine, 2019, 1-13.
[28] Jianhua Song(宋建华), Zhe Zhang. A Modified Robust FCM Model with Spatial Constraints for Brain MR Image Segmentation. Information, 2019, 10(2), 74.
[29] Jianhua Song(宋建华), Zhe Zhang, Jiaqi Zhen. Medical Images Segmentation Using a Novel Level Set Model with Laplace Kernel Function. Proceeding of 2019 International Conference on Communications Signal Processing and Systems, LNEE 571, Urumchi, China, July 20-22, 2019: 1186-1189.
[30] 王志芳, 甄佳奇, 朱福珍, 宋建华*(通信作者). 特征层双模态生物识别算法容侵能力评测方, 系统工程与电子技术, 2018, 40(8): 1889-1896.
[31] Song Jianhua(宋建华), Wang Cong, Jin Li*. A Robust Fuzzy c-Means Clustering Model with Spatial Constraint for Brain Magnetic Resonance, Journal of medical imaging and health informatics, 2018, 8(4): 811-816.
[32] Jianhua Song(宋建华), Wang Cong, Zhifang Wang, Jin Li*. A multiscale fuse algorithm based on MRF and FCM for brain tissue MR image segmentation in wavelet domain, Basic & Clinical Pharmacology& Toxicology, 2015, 117(3):1742-7835.
[33] 喻飞,吴瑞峰,魏波,张应龙,夏学文.多精英采样与个体差分学习的分布估计算法[J].系统仿真学报. 2020,3(5):1-16.
[34] 喻飞,魏波. 交互式差分演化卡通人脸生成[J]. 计算机科学与探索, 2017, 1(12):2023-2032.
[35] Yu F(喻飞), Li Y, Wei B, et al. Interactive differential evolution for user-oriented image retrieval system[J]. Soft Computing, 2016, 20(2): 449-463.
[36] 喻飞, 赵志勇, 魏波. 基于差分进化的因子分解机算法[J]. 计算机科学, 2016, 3(9):269-273.
[37] Yu F(喻飞), Li Y, Wei B, et al. Image retrieval based on interactive differential evolution[C]//Evolutionary Computation (CEC), 2015 IEEE Congress on. IEEE, 2015: 3124-3131.
[38] 喻飞, 李元香, 魏波, 等. 透镜成像反学习策略在粒子群算法中的应用[J]. 电子学报, 2014, 42(2): 230-235.
[39] Zhenglong Xiang, Xiangjun Shao, Hongrun Wu*(吴泓润, 通信作者), Daomin Ji, Fei Yu*(通信作者), Yuanxiang Li. An adaptive integral separated proportional-integral controller based strategy for particle swarm optimization, Knowledge based system, 2020,195:105696.
[40] Zhenglong Xiang, Hongrun Wu*(吴泓润,通信作者), Fei Yu*(通信作者). Bimodal Emotion Recognition Model for Minnan Songs,Information, 2020, 11(3):145-156.
[41] Zhenglong Xiang, Hongrun Wu*(吴泓润,通信作者), Fei Yu. A Genetic Algorithm-Based Approach for Composite Metamorphic Relations Construction, Information, 2019, 10(12):392-403.
[42] Hongrun Wu(吴泓润), Haiyang Liu, Yutao Ma. Empirical study on developer factors affecting tossing path length of bug reports, IET Software, 2018, 12(3):258-270.
[43] Hongrun Wu(吴泓润), Alex Arenas, Sergio Gómez. Influence of trust in the spreading of information, PhysRevE, 2017,95(1):012301.
[44] Hongrun Wu(吴泓润), Li Kuang, Qi Rao, Maoguo Gong, Haiqiang Mao, Yuanxiang Li. A multiobjective box-covering algorithm for fractal modularity on complex networks, Applied Soft Computing, 2017,61(1):294-313.
[45] 吴泓润,覃俊,易云飞,李德毅,郑波尽. 基于优化理论的社区无标度网络模型. 计算机学报, 2015,38(2):338-349.
[46] Wang L(王灵芝), Chen Y. Improved Sequential Vertex Colouring Algorithm for the TDMA Dynamic Time Slot Allocation Protocol[J]. Engineering Letters, 2018, 26(3).
[47] Wang L(王灵芝), Chen Y, Lin F, et al. Impulse noise denoising using total variation with overlapping group sparsity and Lp-pseudo-norm shrinkage[J]. Applied Sciences, 2018, 8(11): 2317
[48] 王灵芝, 吴一纯, 王勇. EAST托卡马克新型积分器系统控制器的研制[J]. 核电子学与探测技术, 2015(1):90-94.
[49] Fan Lin(林凡), Yingpin Chen, Lingzhi Wang, Yuqun Chen, Wei Zhu and Fei Yu ,An Efficient Image Reconstruction Framework Using Total Variation Regularization with Lp-Quasinorm and Group Gradient Sparsity[J]. Information 2019
[50] Fan Lin(林凡), Yingpin Chen, Yuqun Chen and Fei Yu, Image Deblurring under Impulse Noise via Total Generalized Variation and Non-Convex Shrinkage. Algorithms 2019
专利:
[1] 宋建华,张哲.一种带有邻域约束的图像分割方法.授权号:ZL 201910122823.4.
[2] 林凡,陈育群,陈颖频,喻飞,一种图像恢复方法.授权号:ZL 2018 1 0189573.1.
[3] 王灵芝,陈颖频.一种基于Lp伪范数与交叠组稀疏的脉冲噪声古籍图像修复方法. 授权专利号:201810620163.8.
[4] 王灵芝,陈颖频,柯素玲.一种图像填补方法、终端设备及存储介质. 授权专利号:201910329883.3
[5] 王灵芝,谢子豪,留志强.一种基于无人航拍器的导盲装置. 授权专利号:ZL201620528101.0,2016
王灵芝,吴一纯. 可变积分时间常数的积分器, 授权专利号:CN203405820 U.
软件著作权:
[1] 张应龙等:社交网络用户相似度计算系统软件(2018SR627830),软件著作权
[2] 张应龙等:层次重叠社区发现软件(2018SR627814),软件著作权
[3] 张应龙等:基于人脸识别的考勤管理系统软件(2018SR627755),软件著作权
[4] 张应龙等:信息征集系统软件V1.0(2018SR627802),软件著作权