计算机科学 ›› 2022, Vol. 49 ›› Issue (11A): 210700122-7.doi: 10.11896/jsjkx.210700122
邢庆华, 许宏吉, 刘强, 樊士迪, 李恬阔, 陈敏
XING Qing-hua, XU Hong-ji, LIU Qiang, FAN Shi-di, LI Tian-kuo, CHEN Min
摘要: 在情景感知计算(Context Aware Computing,CAC)的研究与应用过程中,不可避免地会遇到情景信息的不确定性问题。而情景信息不一致性是不确定性问题中最难解决的突出问题,因此如何合理、有效地处理情景信息的不一致性尤为重要。针对情景信息不一致性问题,提出了一种基于集对分析(Set Pair Analysis,SPA)和情景信息综合质量指标(Quality of Comprehensive IndeXes,QoX)的不一致性消除算法,其使用QoX对情景信息综合质量进行度量和评估,提高了情景信息综合质量度量的完整性和精确性;同时,该算法使用SPA对所求质量指标从同一度、对立度、差异度3个方面进行定量分析,从而保证情景信息质量计算过程所考虑的因素更为全面。实验结果表明,相比传统的不一致性处理算法,所提算法的判决正确率有明显提升。
中图分类号:
[1]SCHILIT B N,THEIMER M M.Disseminating active map information to mobile hosts [J].IEEE Network,1994,8(5):22-32. [2]GUO Z X,WU B,XIE J,et al.Study on the observability ofINS/CNS guidance error separation [J].Missiles and Space Vehicles,2020(2):54-57. [3]ZHANG Y N,WU G.Research on context inconsistency detection and resolution [J].Computer Science,2011,38(9):116-118. [4]ZHENG D,BEN K R,WANG J.Research of quality-aware contexts management for complex IoT applications [J].Computer Science,2015,42(12):152-156. [5]YUAN B C,HERBERT J.A fuzzy-based context modeling and reasoning framework for CARA pervasive healthcare [C]//The International Conference on Smart Homes and Health Telema-tics.2013. [6]CHEN M,XU H J,XIONG H L,et al.A new overall quality indicator OQoC and the corresponding context inconsistency eli-mination algorithm based on OQoC and Dempster-Shafer theory [J].Soft Computing,2020,24(14):10829-10841. [7]CHEN X K,XU C,JIANG L.Hybrid-Fixing:Toward sound fixing of context inconsistency [J].Journal of Computer Research and Development,2015,52(6):1443-1451. [8]GALLOWAY A.Intimations of everyday life:ubiquitous computing and the city [J].Cultural Studies,2004,18(2/3):384-408. [9]MANZOOR A,TRUONG H L,DUSTDAR S.Quality of context:models and applications for context-aware systems in pervasive environments [J].The Knowledge Engineering Review,2014,29(2):154-170. [10]LAMINE A,SAMI S,SAID H,et al.A hierarchical classification model of QoE influence factors [C]//The International Conference on Wired/Wireless Internet Communication.2015:225-238. [11]FLORIS A,PORCU S,ATZORI L.Quality of experience management of smart city services [C]//The 2018 Tenth International Conference on Quality of Multimedia Experience.2018:1-3. [12]YANG S C,TIAN K S,WU C F.Target assignment method for phased array radar network based on quality of service [J].Journal of Electronics and Information Technology,2019,41(12):2844-2851. [13]XU H J,CHEN M,ZHOU Y M,et al.A novel comprehensive quality index QoX and the corresponding context-aware system framework [C]//2018 IEEE 4th International Conference on Computer and Communications.2018:2415-2419. [14]ZHAO K Q.Set pair analysis and its preliminary application[M].Hangzhou:Zhejiang Science and Technology Press,2000. [15]DEMPSTER A P.Upper and lower probabilities induced by a multivalued mapping [J].The Annals of Mathematical Statistics,1967,38(2):325-339. [16]ZADEH L A.Fuzzy sets as a basis for a theory of possibility [J].Fuzzy Sets and Systems,1978,1(1):3-28. [17]SHAFER G.A Mathematical Theory of Evidence turns 40 [J].International Journal of Approximate Reasoning,2016,79:7-25. [18]LONG D,YAN L,BAI L L,et al.Generation of MODIS-like land surface temperatures under all-weather conditions based on a data fusion approach [J].Remote Sensing of Environment,2020,246:1-17. [19]ZHOU L,ZHANG X M,GUO W Z,et al.A direct fusion algorithm for multiple pieces of evidence based on improved conflict measure [J].Journal of Electronics and Information Technology,2019,41(5):1145-1151. [20]SHUANG T K,TIAN J L,LIU X,et al.An index weight determination method based on improved AHP [J].Science and Technology of West China,2011,10(32):37-38. [21]CHEN P G,JIANG M L,ZUO S.Comprehensive benefit evaluation of new energy consumption based on AHP-entropy combination weighting [J].China New Technologies and New Pro-ducts,2019(22):139-141. [22]ZHAO X,XIAO W,WU L,et al.Intelligent city intelligent me-dical sharing technology based on internet of things technology [J].Future Generation Computer Systems,2020,111:226-233. [23]BANANI G,ZEENAT R.A Mechanism for Air Health Monitoring in Smart City using Context Aware Computing [J].Procedia Computer Science,2020,171:2512-2521. [24]YUAN Y,JIA K B,LIU P Y.Multi-context autoencoders for multivariate medical signals based on deep convolutional neural networks [J].Journal of Electronics and Information Technology,2020,42(2):371-378. [25]MCALLISTER D,SUN C E,VOUK M.Reliability of voting in fault-tolerant software systems for small output-spaces [J].IEEE Transactions on Reliability,1991,39(5):524-534. [26]LEE B H,KIM D H.Efficient context-aware selection based on user feedback [J].IEEE Transactions on Consumer Electronics,2012,58(3):978-984. [27]JI M Y,XU H J,WANG L T,et al.Approach of measuring PoC of context using limited self-feedback in context-aware systems [J].IET Wireless Sensor Systems,2016,6(5):158-165. |
[1] | 吴爱燕,曾广平,涂序彦. 集对云多属性群决策方法及应用 Study on Set Pair Cloud Multi-attribute Group Decision Method 计算机科学, 2014, 41(12): 231-233. https://doi.org/10.11896/j.issn.1002-137X.2014.12.050 |
[2] | 黄德才,陈姜倩. 基于集对分析的信任评估模型及其在服务选择中的应用 Trust Evaluation Model Based on Set Pair Analysis and its Application in Service Selection 计算机科学, 2012, 39(1): 210-214. |
[3] | 陈圣兵,李龙澎,纪霞,卞世晖. 不完备信息系统中基于集对相似度的粗集模型 Extension of Rough Set Model Based on SPA Similarity Degree in Incomplete Information Systems 计算机科学, 2010, 37(7): 186-190. |
[4] | 朱红宁,张斌. RST与SPA的广义等价 Generalized Equivalence between RST and SPA 计算机科学, 2010, 37(2): 167-170. |
[5] | 朱红宁,张斌. 特征加权集对分析方法 Method of Character Weighted Set Pair Analysis 计算机科学, 2009, 36(9): 211-214. |
[6] | . 不完备序值决策系统中的拓展粗集模型及集对分析 计算机科学, 2008, 35(12): 154-157. |
[7] | . 不完备信息系统中的集对分析方法 计算机科学, 2007, 34(4): 171-174. |
[8] | . 变集对联系度的扩充粗糙集模型及其属性约简 计算机科学, 2006, 33(3): 185-187. |
[9] | 刘富春. 基于集对分析方法的不完备信息系统的扩充粗糙集模型 计算机科学, 2006, 33(2): 169-172. |
[10] | . 集对分析理论及其应用研究进展 计算机科学, 2006, 33(1): 205-209. |
[11] | 刘富春. 基于限制容差关系的集对粗糙集模型 计算机科学, 2005, 32(6): 124-128. |
|