JIA Jingxiang,HU Wendong,WANG Chengwei,et al.Study on Decision-making Theory Applicability for Seamless Grid Forecast[J].Journal of Chengdu University of Information Technology,2023,38(05):556-565.[doi:10.16836/j.cnki.jcuit.2023.05.010]
无缝隙网格预报业务的决策理论适用性研究
- Title:
- Study on Decision-making Theory Applicability for Seamless Grid Forecast
- 文章编号:
- 2096-1618(2023)05-0556-10
- 分类号:
- P456
- 文献标志码:
- A
- 摘要:
- 为进一步完善无缝隙网格预报工作,利用决策科学相关理论加强对预报人员的业务支持,提高智能化水平,从预报业务环境出发,根据预报员面临的任务压力,对多种决策理论进行了适用性分析,结果表明:(1)无缝隙网格预报极大提升了业务能力和水平,预报员作为业务体系核心的地位并未改变,必须通过科学技术直接加强对预报员的支持。(2)技术进步背景下当前预报员面临的业务难点已经突破了传统的范畴,更加清晰地体现为决策困难。(3)当前形势下的预报过程,对预报员来说存在具体限制性环境条件,传统的经典决策、完全决策、连续有限对比决策等理论适用性不强。(4)当前气象业务预报的特性更倾向于非理性决策、行为决策和现实渐进决策。(5)在无缝隙网格预报业务条件下,探讨了预报员有限理性的原因与表现以及知觉偏差对预报的影响。发现倾向风险更小而非结果最优,一般寻求相对满意方案。(6)在上述分析的基础上,从研究、关注、辅助、支持预报员的角度,更加突出人在预报业务体系中的核心地位,提出了无缝隙网格预报中业务决策智能支持系统的适用性决策理论,为智能网格预报后续开发工作提供理论指导,并为研究型业务的全面建立提供支持。
- Abstract:
- To improve the seamless grid forecast, strengthen the operational support for forecastersusing the theory of decision science and improve the level of intelligence,the applicability of variousdecision-making theories was analyzed based on the forecast operational environment and the task pressure faced by forecasters, the results show that,(1)The seamless grid forecast improved the service greatly.The key role of human forecaster never changed up to now and it is necessary to help forecaster with science and technology.(2)Under nowadays circumstances, the major operational difficulties faced by forecaster have exceeded the traditional range, which is decision-making difficulties.(3)Some of preconditions cannot be met well for the forecasters.The theories such as classic, complete, and continuous limited decision-makings show poor feasibility under current operational situation.(4)The character of operational seamless grid forecast at present tends to be non-rational, behavior, and progressive reality decision-making.(5)The reasons of performance and perception alias of forecasters at current circumstance were analyzed, and the results show that forecasters tended to choosethe relative not-bad plan instead of the best plan.(6)In order to highlight the core position of people in the forecast operation system from the perspective of support forecasters, the feasible theories of intelligence decision-making system for seamless grid forecast were proposed based on the study and for support human forecasters.And this work provides support for the comprehensive establishment of research-oriented meteorological operations.
参考文献/References:
[1] 胡文东,赵光平,丁建军.省级气象预报业务系统软件工程开发原则与技术[J].气象科学,2006,26(1):81-89.
[2] 胡文东,夏普明,冯建民,等.宁夏气象预报预测业务人员现状分析、发展策略与措施研究[J].中国科技论坛,2006,21(4):69-85.
[3] 代刊,曹勇,钱奇峰,等.中短期数字化天气预报技术现状及趋势[J].气象,2016,42(12):1445-1455.
[4] 唐文苑,周庆亮,刘鑫华,等.国家级强对流天气分类预报检验分析[J].气象,2017,43(1):67-76.
[5] 金荣花,代刊,赵瑞霞,等.我国无缝隙精细化网格天气预报技术进展与挑战[J].气象,2019,45(4):445-457.
[6] 胡文东, Fréderic CHAVEAU, Maurice MERLET,等.以GrADS为基础的法国气象中心气象灾害评估业务查询系统设计[J].灾害学,2005,20(2):44-48.
[7] 张天航,迟茜元,张碧辉,等全国网格化多模式集成空气质量预报的初步建立[J].气象,2020,46(3):381-392.
[8] Tompkins A M,Feudale L.Seasonal Ensemble Predictions of West African Monsoon Precipitation in the ECMWF System 3 with a Focus on the AMMA Special Observing Period in 2006[J].Wea.Forecasting,2008,25(2):768-788.
[9] Pappenberger F,Wetterhall F,Dutra E,et al.Seamless forecasting of extreme events on a global scale[J].Bull.Amer.Meteo.Soc.,2013,94(10):985-1011.
[10] Yuan X,Wood E F,Liang M.Integrating weather and climate prediction: Toward seamless hydrologic forecasting[J].Geophysical Research Letters,2014,41(16): 5891-5896.
[11] Brunet G,Jones S,Mills B.Seamless prediction of the Earth system: from minutes to months.[EB/OL].
[12] Rauser F,Alqadi M,Arowolo S,et al.Earth system science frontiers——an early career perspective[J].Bulletin of the American Meteordogical Society,2017,98(6):1120-1127.
[13] Vitart F,Ardilouze C,Bonet A,et al.The subseasonal to seasonal prediction project database[J].Bull.Amer.Meteo.Soc.,2017,98(1):163-173.
[14] Sideris I V,Foresti L,Nerini D,et al.NowPrecip:localized precipitation nowcasting in the complex terrain of Switzerland[J].Quarterly Journal of the Royal Meteorological Society,2020,146(2):729-751.
[15] Glahn H R,Ruth D P.The New Digital Forecast Database of the National Weather Service[J].Bull.amer.meteor.soc,2003,84(2):195-201.
[16] Engel C,Ebert E E.Gridded Operational Consensus Forecasts of 2-m Temperature over Australia[J].Wea.Forecasting,2012,27(2):301-322.
[17] 贺雅楠,高嵩,薛峰,等.基于MICAPS4的智能网格预报平台设计与实现[J].应用气象学报,2018,29(1):13-24.
[18] 贺雅楠,高嵩,薛峰,等.基于MICAPS4的精细化天气预报平台设计及应用[J].气象科技,2018,46(1):200-206.
[19] 吴乃庚,曾沁,刘段灵,等.日极端气温的主客观预报能力评估及多模式集成网格释用[J].气象,2017,43(5):581-590.
[20] 杨波,郑永光,蓝渝,等.国家级强对流天气综合业务支撑体系建设[J].气象,43(7):845-855.
[21] 张宏芳,李建科,陈小婷,等.基于百度地图的精细化格点预报显示[J].气象科技,2017,45(2):261-268.
[22] 李明娟,戴昌明,井宇.智能网络预报业务发展前景下预报员作用的思考[J].陕西气象,2018,40(3):46-48.
[23] 杨绚,张立生,杨琨,等,台风大风低矮房屋易损性及智能网格预报的应用[J].气象,2020,46(3):429-440.
[24] Hoffman R.Human factors psychology in the support of forecasting the design of advanced meteorological workstations[J].Wea Forecasting,1991,6(3):98-110.
[25] Roberts Rita D,Amanda R S Anderson,Eric Nelson,et al.Impacts of forecaster involvement on convective storm initiation and evolution nowcasting[J].Wea Forecasting,2012,27(10):1061-1089.
[26] 陶祖钰.和预报员谈谈气象中的哲学和逻辑问题[J].气象科技进展,2013,3(3): 67-69.
[27] 李泽椿,谌芸,张芳华.由河南758特大暴雨引发的思考[J].气象与环境科学,2015,(38)3:1-12.
[28] Stuart Neil A,David M Schultz,Gary Klein.Maintaining the role of humans in the forecast process: analyzing the psyche of expert forecasters[J].Bull.Amer.Meteo.Soc.,2007,88(12):1893-1898.
[29] 胡文东,赵光平,丁建军,等.宁夏短时预报业务工作平台系统开发策略与技术措施[J].干旱区资源与环境,2006,20(6):114-117.
[30] Stuart Neil A,Patrick S Market,Bruce Telfeyan,et al.The future of humans in an increasingly automated forecast process[J].Bull.Amer.Meteo.Soc.,2006,87(11):1497-1502.
[31] David R Novak,David R Bright, Michael J Brennan.Operational forecaster uncertainty needs and future roles[J].Wea Forecasting,2008,23(12):1069-1074.
[32] David M L SILLS.On the MCS forecasters forums and the future role of the human forecaster[J].BAMS,2009,90(5):619-628.
[33] Lv Z Y,Zheng L W,Liang X,et al.A fuzzy multiple attribute decision making method based on possibility degree[J].J Intelli & Fuzzy Syst,2016,31(3):787-794.
[34] Livi L,A Sadeghian.Granular computing,computational intelligence,and the analysis of non-geometric input spaces[J].Granular Comput,2016,1(1):13-20.
[35] Xu Z,Gou X.An overview of interval-valued intuitionistic fuzzy information aggregations and applications[J].Granular Comput,2017,2(1):13-39.
[36] Dong Y C,Zhang G Q,Hong W C et al.Consensus models for AHP group decision making under row geometric mean prioritization method[J].Deci Sup Syst,2010,49(3):281-289.
[37] He Y,Chen H,Zhou L,et al.Intuitionistic fuzzy geometric interaction averaging operators and their application to multi-criteria decision making[J].Inf.Sci,2014,29(1):142-159.
[38] Bezerra C G,Costa B S,Guedes L A,et al.An evolving approach to unsupervised and real-time fault detection in industrial processes[J].Expe Syst Appl,2016,,63(1):134-144.
[39] Liu H,Gegov A,Cocea M.Rule based systems:A granular computing perspective[J]. Granular Comput,2016,1(1):259–274.
[40] Syau Y R,Skowron A,Lin E B.Inclusion degree with variable-precision model in analyzing inconsistent decision tables[J].Granular Comput,2017,2(2):321-341.
[41] Charles A,Doswell III.Weather forecasting by humans——heuristics and decision making[J].Wea Forecasting,2004,19(12):1115-1126.
[42] 漆梁波,徐珺.豫北“7.9”特大暴雨的短期预报分析和反思[J].气象,2018,44(1):1-14.
[43] 段欲晓,王迎春,叶谦,等.影响预报员应用先进天气预报技术的因素分析[J].气象,2010,36(6):122-127.
[44] 邵建,胡文东,杨有林,等,基于图形学的致旱天气系统自动识别技术[J],干旱区研究,2019(3):664-669.
[45] 胡文东,李艳春,郑广芬,等,宁夏干旱区强对流降水过程雷达图像纹理特征分析[J].中国沙漠,2007,27(2):331-336.
[46] Rani D Gulati T,Garg H.Multi-objective non-linear programming problem in intuitionistic fuzzy environment: Optimistic and pessimistic view point[J].Expe Syst Appl,2016,64(1):228-238.
[47] Yang J B.Rule and utility based evidential reasoning approach for multi-attribute decision analysis under uncertainty[J].Eur.J.Oper.Res,2001,131(1):31-61.
[48] Hong D,Choi C.Multi-criteria fuzzy decision-making problems based on vague set theory[J].Fuzzy Sets Syst,2000,114(1):103-113.
备注/Memo
收稿日期:2022-05-28
基金项目:国家重点研发资助项目(2018YFC1507305); 黑龙江省科技厅资助项目(YS18Z01); 四川省科技厅资助项目(2018GZDZX0049、2020GFW007); 软件自动生成与智能服务四川省重点实验室资助项目(2021003); 中国气象局-成都信息工程大学气象软件工程联合研究中心资助项目(2021003); 宁夏科技厅资助项目(2018BEG03002); 中国气象局资助项目(CMAYBY2019-131)