个人简介

曾获荣誉： 中南大学“十佳博士”；中南大学优秀博士论文 吴嘉，男，博士后，澳大利亚蒙纳什大学信息科学学院副研究员，研究院医疗人工智能决策实验室负责人。中南大学计算机学院特聘副教授，IBM算法工程师。IEEE会员，ACM会员，中国计算机学会(CCF)会员，日本电子与信息学会(IEICE)会员。中南大学“十佳博士”，中南大学优秀博士论文获得者。获奖荣誉包含澳大利亚维多利亚州研究院科学技术银奖，湖南省科技进步三等奖，长沙市科协优秀论文一等奖。主持澳大利亚学者发展基金，湖南省自然科学基金，中国博士后基金面上项目，中央高校科研基金。联合参与国家自然科学基金重大项目，并参与多项国家自然科学基金面上项目。作为第一作者和通信作者发表ESI前1%论文5篇。 本人治学严谨，多年国际顶级企业的管理经验，对科研要求和应用要求较高。研究内容在理论研究与大数据决策，人工智能等方向结合紧密。本人欢迎有理想，有野心，争国奖，拿优秀，希望自己能有一番作为的同学，加入我的科研项目团队。无论你是本科生还是研究生，是否出身计算机专业，只要你有梦想，希望干一番事业的，我的实验室为你敞开大门！ 本人立志于发展中南大学人工智能与医疗信息化本科生团队，现有医疗信息各类数据750万条以上，能够实现大数据、辅助诊断、医疗可视化、模糊控制等方向，为同学们提供互联网+、大创、服创等国家级比赛的平台。喜欢竞赛，对项目开发感兴趣的同学，欢迎与我联系，投入人工智能信息化的革命建设中！ 本科生竞赛指导获奖一栏： 1. 2020年 第十届全国大学生电子商务“创新、创意及创业”挑战赛，全国总决赛一等奖。指导教师：吴嘉，陈志刚 2. 2020年 第十一届中国大学生服务外包创新创业大赛，创业实践类，全国总决赛二等奖。指导教师：吴嘉，陈志刚 3. 2020年 全国大学生物联网设计竞赛，全国总决赛二等奖。指导教师：吴嘉 4. 2020年 第十三届全国大学生节能减排科技竞赛，全国总决赛三等奖。指导教师：吴嘉 5. 2020年 “互联网+”湖南赛区总决赛，金奖。指导教师：吴嘉，陈志刚 教育经历 [1] 2016.12-2018.12 中南大学 | 计算机科学与技术 博士后 [2] 2013.9-2016.12 中南大学 | 软件工程 | 博士学位 | 博士研究生毕业 [3] 2007.9-2009.12 云南大学 | 软件工程 | 硕士学位 | 研究生 [4] 2002.9-2006.7 贵州大学 | 计算机科学与技术 | 学士学位 | 本科 工作经历 [1] 2018.11-至今 计算机学院 | 中南大学 | 特聘副教授 [2] 2017.1-至今 信息与科学学院 | 澳大利亚蒙纳什大学 助理教授（2017.1-2019.12）、 副研究员（2020.1-至今） [3] 2009.12-2013.9 IBM亚太区（韩国首尔2009.12-2011.3，中国上海2011.3-2013.9） | 高级工程师 算法工程师、方案组组长 专利成果 [1]吴嘉 发明专利：一种影响靶向治疗药物疗效的评估模型。申请日：2020.11.10。申请号：202011223980.3。 [2]吴嘉 发明专利：一种基于深度学习的用药决策方法和系统。申请日：2020.06.17。申请号：2020105433067。 [3]吴嘉 发明专利：一种用于辅助医疗系统的决策模型建立方法。申请日：2020.05.07。申请号：202010376075.5。 [4]吴嘉 发明专利：一种基于集成法的前列腺癌辅助分析方法、装置及电子设备。申请日：2020.03.13。申请号：202010175933.X。 [5]吴嘉 发明专利：一种用于疾病程度分类的数据决策方法及其系统。申请日：2020.01.06。申请号：202010010514.0。 [6]吴嘉 发明专利：一种用于透明隔腔超声图像的分割系统及方法。申请日：2019.12.31。申请号：201911394001.8。 [7]吴嘉 发明专利：一种改进型高斯混合模型的车辆运动轨迹预测方法和系统。申请日：2019.12.3。申请号：2019112155580。 [8]吴嘉 发明专利：一种疾病概率决策方法及其系统。申请日：2019.12.2。申请号：2019112130206。 [9]吴嘉 发明专利：PET图像的筛选方法和装置。申请日：2019.12.2。申请号：2019112113840。 [10]吴嘉 发明专利：一种针对非小细胞肺癌的决策方法、系统及装置。申请日：2019.9.25。申请号：2019109126296。 专利成果 [11]吴嘉 发明专利：一种基于感知神经网络的前列腺癌辅助分析方法及设备。申请日：2019.9.12。申请号：2019108532998。 [12]吴嘉 发明专利：一种被测对象的信任机制评估方法及设备。申请日：2019.9.10。申请号：2019108372132。 [13]吴嘉 发明专利：一种医疗数据传输方法及设备。申请日：2019.8.27。申请号：2019107972134。 [14]吴嘉 发明专利：一种慢性病管理系统及其方法。申请日：2019.8.27。申请号：2019107970660。 [15]吴嘉 发明专利：基于大数据的非小细胞肺癌评估方法、装置和电子设备。申请日：2019.8.8。申请号：201910731727X。 [16]吴嘉 发明专利：一种基于异构能量获取的多用户多任务移动边缘计算节能方法。申请日：2019.8.1。申请号：2019107062868。 [17]吴嘉 发明专利：一种基于模糊推理逻辑的前列腺癌大数据辅助决策方法及系统构建方法。申请日：2019.7.15。申请号：2019106355876。 [18]吴嘉 发明专利：用于非小细胞肺癌的联合用药推荐方法、系统及装置。申请日：2019.7.12。申请号：2019106270435。 [19]吴嘉 发明专利：一种用于低占空比无线传感器网络的高效数据传输方法。申请日：2019.5.29。授权号：ZL2019104508824。 [20]吴嘉 发明专利：一种基于目标节点相遇概率预测消息传递节点的方法。申请日：2019.5.14。申请号：2019103968271。 [21]吴嘉 发明专利：一种基于节点社会化的机会社会网络有效数据传输方法。申请日：2019.4.28。申请号：2019103478728。 科研项目 [1]2018.12-2022.12 中央高校科研启动费资助 [2]2018.2-2020.12 湖南省自然科学基金青年基金项目资助 [3]2017.6-2020.12 澳大利亚海外学者“奋进基金计划”资助 [4]2017.5-2018.12 中国博士后面上项目资助 [5]2017.6-2018.12 中南大学博士后科研基金项目资助 [6]2014.3-2015.12 中南大学博士研究生自组探索课题 [7]2014.12-2016.12 中南大学蔡田瑄硃研究生创新创业项目 获奖信息 [1]2019年长沙市科协优秀论文一等奖--一种基于前列腺癌数据分析与决策的人工智能系统设计 [2]2019年湖南省科学进步三等奖--基于混合社团结构的机会网络传输技术与应用 [3]2018年长沙市科协优秀论文三等奖-基于“移动互联网+”的大数据医疗平台的模型设计 [4]2018年澳大利亚维多利亚州科学研究院二等奖（排名第一，1/1）Decision based on big data research for non-small cell lung cancer in medical AI system [5]2018年中南大学优秀博士论文 [6]2015-2016 中南大学“华为”校奖学金 [7]2015-2016年 中南大学软件学院“优秀学生党员” [8]2013-2014年 中南大学“十佳优秀博士研究生” [9]2014-2015年 中国教育部博士研究生国家奖学金 [10]2013-2014年 中国教育部博士研究生国家奖学金 教学成果 [1]2019年中南大学深化创新创业教育改革研究-建立跨学科应用的医疗信息化创新改革师生共创研究 [2]主讲课程：软件需求工程，企业级工具跟踪与实践

研究领域

[1] 医疗信息学与大数据：通过医疗信息学中，数据系统设计顶层的概率预测系统模型，将预测诊断过程中的参数划分，建立特征模块决策。在不同的时间段，辅助决策系统会根据每一幅图像的变化，生成不同的决策参数。这些参数相当于用人工智能的方式，选择病灶部位面积最大，浓聚密度最高的图像，并优先推荐给医生观察。在任意时刻，诊断函数拥有分析模型的最优化数值，对医生给予参考，达到理想的辅助诊断效果。通过对大数据医疗数据系统的构建，得到有效的决策分析结果，并通过分析结果与治疗方法结合，为医生提供优化的治疗方案，减少了医生判断时间。 [2] 智慧城市大数据：通过数据采集，各个信息化系统中的异构数据得以汇聚到大数据平台上。需要对这些来自不同数据源系统的原始数据，按照定义的标准和规则，通过数据处理脚本程序进行数据清洗和预处理，从而支撑实现系统间的数据交换以及形成数据融合后的统一视图。另一方面，按照业务部门提供的数据安全要求，大数据平台应对某些敏感信息通过脱敏规则进行数据的变形处理，实现敏感隐私数据的可靠保护，保证数据需求部门对于脱敏后的真实数据集的使用。 [3] 机会社会网络：通过对子社区网络中的结点及其邻居的协作与关联分析，建立基于结点特征值的分析模型，研究结点的特征量。这些特征量包含了停留时间分布、相遇时间幂律分布、截断型指数分布﹑不规则拐点﹑停留时间分布等。同时，在移动机会网络的研究中，加入了社会网络结点移动与数据传输模型作为基础研究理论。通过对数据传输的时间复杂度研究、网络数据传输稳定研究、结点数据传输活跃度研究等，改善移动机会网络数据传输过程中传输成功率和传输延迟率。

通过医疗信息学中，数据系统设计顶层的概率预测系统模型，将预测诊断过程中的参数划分，建立特征模块决策。在不同的时间段，辅助决策系统会根据每一幅图像的变化，生成不同的决策参数。这些参数相当于用人工智能的方式，选择病灶部位面积最大，浓聚密度最高的图像，并优先推荐给医生观察。在任意时刻，诊断函数拥有分析模型的最优化数值，对医生给予参考，达到理想的辅助诊断效果。通过对大数据医疗数据系统的构建，得到有效的决策分析结果，并通过分析结果与治疗方法结合，为医生提供优化的治疗方案，减少了医生的判断时间。 课题组依托 澳大利亚蒙纳士大学人工智能与数据决策中心、“移动医疗‘教育部-中南大学-中国移动’联合实验室”，所在学院已建设了人工智能数据决策研究实验室、大数据物联网与资源实验室，采用中南大学计算机学院数据决策与通信教学实验平台，与湘雅医院联合医疗实验室医学与数据信息中心实验平台结合。建立基于数据传输、局域网接入、服务发现、医疗数据决策、通信传输的有效性与可靠性分析、数据采集监控等多项实验，为本课题组研究的开展提供了保证。

近期论文

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[1].Jia WU*, Fangfang GOU and Yanlin TAN*, “A staging auxiliary diagnosis model for non-small cell lung cancer based the on intelligent medical system”, Computational and Mathematical Methods in Medicine. Volume 2021 (2021), Article ID 6654946, 13 pages. DOI: 10.1155/2020/6654946. (SCI，IF= 1.77, JCR Q3) [2].Jia WU*, Jingge QU and Genghua YU , Behavior Prediction Based on Interest Characteristic and User Communication in Opportunistic Social Networks, Peer-to-Peer Networking and Applications, Peer-to-Peer Networking and Applications, pp. 1-13, 2021. DOI:10.1007/s12083-020-01060-8 (SCI，IF= 2.734, JCR Q2) [3].Sheng YIN, Jia WU* and Genghua YU , Low energy consumption routing algorithm based on message importance in opportunistic social networks, Peer-to-Peer Networking and Applications, pp.1-14, 2021. DOI: 10.1007/s12083-021-01072-y (SCI，IF= 2.734, JCR Q2) [4].Ouyang, W.; Chen, Z.; Wu, J*.; Yu, G.; Zhang, H. Dynamic Task Migration Combining Energy Efficiency and Load Balancing Optimization in Three-Tier UAV-Enabled Mobile Edge Computing System. Electronics 2021, 10, 190. https://doi.org/10.3390/electronics10020190. (SCI，IF= 2.412, JCR Q2) [5].Yue XU, Zhigang CHEN, Jia WU* and Genghua YU, MNSRQ: Mobile Node Social Relationship Quantification Algorithm for Data Transmission in Internet of Things, IET Communications, 1-18, 2020.(SCI, IF=1.77, JCR Q3) [6].Wu, J., Chen, Z. & Zhao, M. An efficient data packet iteration and transmission algorithm in opportunistic social networks. Journal of Ambient Intelligence and Humanized Computing. 11, 3141–3153 (2020). https://doi.org/10.1007/s12652-019-01480-2. (SCI, IF=4.594, JCR Q1) [7].Shupei Chen, Zhigang Chen, Jia Wu* and Kanghuai Liu. An Adaptive Delay-Tolerant Routing Algorithm for Data Transmission in Opportunistic Social Networks. Electronics 2020, 9(11), 1915; https://doi.org/10.3390/electronics9111915.(SCI，IF= 2.412, JCR Q2) [8].Jia WU, Liu CHANG, Genghua YU. "Effective Data Decision-Making and Transmission System Based on Mobile Health for Chronic Diseases Management in the Elderly", IEEE Systems Journal, Sep 17, 2020. DOI: 10.1109/JSYST.2020.3024816 (SCI，IF= 3.987, JCR Q1) [9].Liang, Haoyan; Chen, Zhigang; Wu, Jia*,"Dynamic reputation information propagation based malicious account detection in OSNs",Vol.26.No.7.pp:4825-4838.2020.(SCI，IF= 2.659, JCR Q2) [10].Xiaoli LI and Jia WU*,"Node-oriented secure data transmission algorithm based on IoT system in social networks", IEEE Communications Letters, Volume 24, Issue 12, pp. 2898-2902. 2020. DOI:10.1109/LCOMM.2020.3017889.(SCI，IF= 3.419, JCR Q2) [11].Wangpin XIONG, Xian ZHOU and Jia WU*. " Effective Data Transmission Based on Cluster User Communications in Opportunistic Complexity Social Networks", IEEE Access, Volume: 8, pp. 196472 - 196481. 28 October 2020. DOI: 10.1109/ACCESS.2020.3034468 (SCI，IF= 3.745, JCR Q1) [12].Genghua Yu, Zhigang Chen, Jia Wu*, JianWu, “Predicted Encounter Probability Based on Dynamic Programming Proposed Probability Algorithm in Opportunistic Social Network”, Computer Networks, Volume 181, 9 November 2020, 107465. https://doi.org/10.1016/j.comnet.2020.107465. (SCI，IF= 3.111, JCR Q1, CCF B) [13].Ruixi CUI, Zhigang CHEN, Jia WU* and Yanlin TAN. "A multiprocessing scheme for PET image pre-screening, noise reduction, segmentation and lesion partitioning", IEEE Journal of Biomedical and Health Informatics, Sep 14, 2020. DOI: 10.1109/JBHI.2020.3024563 (SCI，IF= 5.223, JCR Q1) [14].Xuanze CHEN, Wangpin XIONG, Jia WU* , Genghua YU and Qinghe ZHUANG. "Decision-making model based on ensemble method in auxiliary medical system for non-small cell lung cancer", IEEE Access, Volume: 8, pp.171903 - 171911. 18th September, 2020 2020. DOI: 10.1109/ACCESS.2020.3024840 (SCI，IF= 3.745, JCR Q1) [15].Qinghe Zhuang, Jia Wu* and Genghua Yu,"A medical support system for prostate cancer based on ensemble method in developing countries", NPC 2020.(CCF C) [16].Jingwen Luo, Jia Wu* and Yuzhou Wu,"An Efficient Data Transmission Strategy for Edge-Computing-Based Opportunistic Social Networks", NPC 2020.(CCF C) [17].Wu, J.; Yin, S.; Xiao, Y.; Yu, G. Effective Data Selection and Management Method Based on Dynamic Regulation in Opportunistic Social Networks. Electronics 2020, 9, 1271.DOI: 10.3390/electronics9081271.(SCI，IF= 2.412, JCR Q2) [18].Xiao Y, Wu J*. Data Transmission and Management Based on Node Communication in Opportunistic Social Networks. Symmetry. 2020; 12(8):1288. https://doi.org/10.3390/sym12081288. (SCI, IF=2.645, JCR Q2) [19].Jun Zhang, Zhihang Chen, Jia WU* and Kanghuai Liu,“An intelligent decision-making support system for the detection and staging of prostate cancer in developing countries”, Computational and Mathematical Methods in Medicine. Volume 2020 (2020), Article ID 5363549, 18 pages. DOI: 10.1155/2020/5363549 . (SCI，IF= 1.77, JCR Q3) [20].Yu, G., Wu, J*. Content caching based on mobility prediction and joint user Prefetch in Mobile edge networks. Peer-to-Peer Netw. Appl. 13, 1839–1852 (2020). https://doi.org/10.1007/s12083-020-00954-x. (SCI，IF= 2.734, JCR Q2) [21].Yuzhou Wu, Zhigang Chen, Kuifang Shen, Jia Wu*,"automatic measurement of fetal cavum septum pellucidum from ultrasound images using deep attention network." IEEE ICIP 2020.(CCF C会议) [22].Wu, J*, Chen, Z. & Zhao, M. Community recombination and duplication node traverse algorithm in opportunistic social networks. Peer-to-Peer Netw. Appl. 13, 940–947 (2020). https://doi.org/10.1007/s12083-019-00833-0 (SCI，IF= 2.397, JCR Q2) [23].Weiyu YANG, Jia WU* and Jingwen LUO,“Effective Date Transmission and Control base on social communication in Social Opportunistic Complex Networks”,Complexity. Volume 2020 (2020), Article ID 3721579, 13 pages. DOI: 10.1155/2020/3721579 . (SCI，IF= 2.591, JCR Q1) [24].Jia WU*, Qinghe ZHUANG and Yanlin TAN*,“Auxiliary medical decision system for prostate cancer based on ensemble method”, Computational and Mathematical Methods in Medicine. Volume 2020 (2020), Article ID 6509596, 11 pages. DOI: 10.1155/2020/6509596 . (SCI，IF= 1.563, JCR Q2) [25].Jingwen LUO, Jia WU* and Yuzhou WU,“Advanced Data Delivery Strategy Base on Multi-Perceived Community with IoT in Social Complex Networks”,Complexity. Volume 2020 (2020), Article ID 3576542, 15 pages. DOI: 10.1155/2020/3576542 . (SCI，IF= 2.591, JCR Q1) [26].Yao Yu, Jiong Yu, Jia WU* and Yeqing YAN , “A Comprehensive Multi-Scenario Routing Algorithm Based on Fuzzy Control Theory in Opportunistic Social Network”, Symmetry, 2020, 12(4), 589; https://doi.org/10.3390/sym12040589 (SCI，IF= 2.143, JCR Q2) [27].Jian WU, Zhigang CHEN, Jia WU* and Xiao LIU, "An energy efficient data transmission approach for low-duty-cycle wireless sensor networks ", Peer-to-Peer Networking and Applications. January 2020, Volume 13, Issue 1, pp 255–268. doi: 10.1007/s12083-019-00762-y (SCI，IF= 2.397, JCR Q2) [28].Wenyu Zheng; Zhigang Chen; Jia Wu; Kanghuai Liu. "A Cooperative-Routing Mechanism Based on Node Classification and Task Allocation for Opportunistic Social Networks",IET Communications,Volume 14, Issue 3, 18 February 2020, p. 420 – 429. doi: 10.1049/iet-com.2019.0756 (SCI, IF=1.779, JCR Q3) [29].Jia WU*and Zhigang CHEN and Ming ZHAO, “Weight distribution and community reconstitution based on communities communications in social opportunistic networks”, Peer-to-Peer Networking and Applications. January 2019, Volume 12, Issue 1, pp 158–166. DOI:10.1007/s12083-018-0649-x (SCI, IF=2.115, JCR Q2, ESI高引用论文) [30].Jia WU*, Zhigang CHEN and Ming ZHAO, “Information cache management and data transmission algorithm in opportunistic social networks”, Wireless networks. August 2019, Volume 25, Issue 6, pp 2977–2988, 2019. DOI 10.1007/s11276-018-1691-6 (SCI，IF= 2.405, JCR Q2，ESI高引用论文) [31].Jia WU, Genghua YU and Peiyuan GUAN, "Interest characteristic probability predicted method in social opportunistic networks", IEEE ACCESS, Volume: 7, Issue:1, pp. 59002 - 59012. 2019. doi: 10.1109/ACCESS.2019.2915359 (SCI, IF=3.557, JCR Q1) [32].Jia WU*, Xiaoming TIAN* and Yanlin TAN, "Hospital evaluation mechanism based on mobile health for IoT system in social networks", Computers in Biology and Medicine, Volume 109, June 2019, Pages 138-147. doi.org/10.1016/j.compbiomed.2019.04.021 (SCI, IF=2.286, JCR Q2) [33].Jia WU*, Peiyuan GUAN and Yanlin TAN, "Diagnosis and data probability decision based on Non-small cell lung cancer in medical system", IEEE ACCESS, Volume: 7, Issue:1, pp. 44851 - 44861. 2019. doi: 10.1109/ACCESS.2019.2909538 (SCI, IF=3.557, JCR Q1) [34].Jia WU* and Zhigang CHEN and Ming ZHAO, “SECM: Status Estimation and Cache Management algorithm in opportunistic networks”, Journal of Supercomputing. 75(5), 2629-2647, 2019. 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学术兼职

[1] 2014/05/01 --至今 日本电子与信息学会高级会员 [2] 2013/09/01 --至今ACM会员 [3] 2013/09/01 --至今 中国计算机学会会员 [4] 2011/01/01 --至今 IEEE会员 现任国际SCI期刊KSII Transactions on Internet and Information Systems，IEEE ACCESS，Journal of networks副主编（Associate Editor）。担任国际SCI期刊IEEE Transactions on Industrial Informatics，IEEE System Journal，Computer Networks，IEEE ACCESS，International Journal of Distributed Sensor Networks，KSII Transactions on Internet and Information Systems，EURASIP Journal on Wireless Communications and Networking，Wireless Personal Communications，Journal of Supercomputing，Computer Methods and Programs in Biomedicine，IEEE communications letter，Health Informatics Journal，IEEE Journal of Biomedical and Health Informatics，International Journal of Medical Informatics，Artificial Intelligence in Medicine，IEEE Computer，Journal of Ambient Intelligence and Humanized Computing, Computers and Electrical Engineering, Neurocomputing, Information Processing and Management, Pervasive and Mobile Computing, Applied Clinical Informatics, Future Generation Computer Systems,IEEE Transactions on Mobile Computing, IEEE Transactions on Computers, Vehicular Communications 审稿人。