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1、英文原文榀岐鍰蜆窒羿犍嘈伽疆仁潰躲Evolution of Decision Support System Architectures: applications for land菌瑭固賾胸榘咔嘿押椿鋈奇衫planning and management in Cuba礪錚耍讎傲蝓袋神藜粲蟻銨雹S. Segrera櫬靦倍需僧攵岜憊永響忉茚樹Computer Science Department, National Sugar Cane Research Institute鵲汕孟饃佳頷曄謳衤咿兌內(nèi)耿Carretera CAI Martnez Prieto km 2 , Ciudad de La H

2、abana, Cuba叮熾螯預(yù)暮侉芴襞肱磽俱趁蛺R. Ponce-Hernndez畋螃臬潑璣攢欹摸確崠法非讎Environmental and Resource Studies Program/Department of Geography, Trent University饣罐駒袈磚俎髹酰淄哄斤幢礙Peterborough, Ontario, Canada閱俘榕孤技柯鯇烊忻勤篆棺囊and肷鞋坡腈盤滂虞繰恪佴香隧蒴J.Arcia千掏隊(duì)鞔哭忙熠蹣禾癀鮭逭帶Computer Science Department, National Sugar Cane Research Institute埭跚羞侵

3、舊宗班長斛籽疋緱瑙Carretera CAI Martnez Prieto km 2 , Ciudad de La Habana, Cuba欣苫蜍骸耶啡方瀋絳摺磁徹窶ABSTRACT稹舳櫞剡讞洶呲齔智畫節(jié)鍪煸The main objective of this paper centers on reviewing the evolution of Decision Support Systems (DSS) architectures, particularly as they apply to natural resources. Today it is difficult to conce

4、ive the existence of a rural planning automated system that doesnt include spatial analysis functionality and that does not consider the integrated use of different analytical modules. This wider range of functions allow for solving problems from resource and environmental management. Geographical I

5、nformation Systems (GIS), automated land evaluation, multi-criteria participatory analysis in decision making are but the most salient technologies in a DSS. DSS have evolved; their architecture, mode of implementation, as well as their functionality and the incorporation of new computational techni

6、ques have advanced lately. In the擇昶鎰宓錮壽拮誠鰹峙纏餅欄particular case of Cuba, the first steps in materializing this evolution have begun. At present, the National Sugar Cane Research Institute (INICA) leads a research project oriented towards the development and building of a dedicated DSS for sugar cane c

7、ropping. This is conceivedas an integrated SDSS (Spatial DSS) to support decision -making and multiple problem-solving in such a fundamental productive activity such as sugar cane泯捷糌昵囂瘧徹唆艘愜訊勒艘agriculture in Cuba. Keywords: DSS, decision making, interoperability,剁醐愕勸警侄套矸棰恫犸揭猿Spatial Decision Support

8、System.伴融鴇預(yù)鑾餮劍粱蛾丈叛峭鉈 1. INTRODUCTION攪痘刈葆軛劐堰疲犯旱恢送鄯There is a variety of definitions on the concept of Decision Support Systems (DSS) in published work. The DSS paradigm appeared at the end of the 70s. DSS were developed for applications in different fields of specialization 16. Some authors like 17 c

9、onsidered a DSS as any computer system, which should support human decision-making. Most of the existent published works coincide in their understanding of DSS as tools to aid decision-making with problems that are not well structured. This type of analysis, demanding a recursive mechanism for itera

10、tions is the justification for using software and hardware that supports the search and selection of the most appropriate alternatives for the solution of existent problems (12, 10 and 14).曙郗婊紆茸嶺嘟嵊鈀日烈鶩迫It has been pointed out by 30 that decision support systems should provide integration and regener

11、ation of the information, support the exploratory nature of the scientific discovery process and allow the development of alternatives to apply information system technology, in order to increase the effectiveness of those responsible for歿握檎輊卣譎訟鼠於出比沃砭decisions, in situations where the computer can s

12、upport and reinforce human judgement in the fulfillment of tasks,which have elements that cannot be specified beforehand.僵具扛袈諼茺藐慊京菸憂跋鐸In these systems different modules are combined under a sole interface.歷雜迭嵴糲礁箝毀弄洇蹩放冒It has been pointed out 3, 5, 21, 4, 33 and 8 that the paradigm of integration in

13、DSS has opened up a wide range of analytical possibilities and practically limitless applications are established, by the use of models, simulations, statistical analysis, image processing, 3-D and temporal dimension visualization, together with the possibility of coding expert reasoning digitally.

14、Also, software customization is possible specifically configured to required scales and applications, to achieve a flexible inter-operational environment. All those capabilities contribute to the integration of a powerful decision making tool for agriculture, where its use in natural resource preser

15、vation and environmental management will have unquestionably profound practical benefits. 夏舀賦訾肌世塵瀵舄瞬褐藹褚The terms intelligent DSS or expert DSS have been introduced to make reference to the use of artificial intelligence techniques to extend the capacities of the DSS in the solution of problems (27 y

16、 7). The trend in the evolution of the DSS paradigm leaves clear that the focus on rational static analysis is being left in favour of a morei terative, complex and adaptative paradigm (25). 簿蹬瘠曩踩瘃啊慪隍鬢震蘚嚦When the spatial component is added to DSS, then spatial information management is possible evol

17、ving into Spatial Decision Support Systems (SDSS).酉鞍茈蔽框殿味柜澳猿私惟皮Six characteristics of DSS have been identified 5 and 13. These characteristics are: 1) explicit design to solve semi-structured problems; 2) powerful user interface and easy use; 3) ability to combine analytical models with data in a fl

18、exible way; 4) ability to explore the solution space building alternative; 5) capacity to support variety of styles in decision making; and 6) problem-solving in an interactive and recursive way. Added to the list are those capacities and functions, which distinguish an SDSS: 1) to provide mechanism

19、s for input spatial data; 2) to allow the representation of the relationships and spatial structures; 3) to include spatial and geographical analysis techniques, and 4) to provide outputs in different spatial forms,剴女呻洗吧剃鯉淶酉房閎瀟釷including maps.帝肟猁沐疋搶霎鴿哀碡漪鎢詹As 18 outlined, this type of DSS makes an im

20、portant contribution, not only to advancing technology but also to incorporating the spatial dimension in the decision making process, which has great significance in areas related to conservation and management of natural resources.心阡紉沙醅猴幌睛賦斜惦焯描2. RELATIONSHIP BETWEEN GIS AND SDSS案曠拗夂切螵餑肺壚撥敉氫巢SDSS

21、and Geographic Information Systems (GIS) are closely related. Specialists do not even conceive the existence of a SDSS without the inclusion of GIS elements or components. Some authors like 26 carried out an analysis where GIS, DSS and SDSS were compared. They have concluded that a GIS is able to be

22、 an effective tool in decision making process and therefore it should be integrated with software able to carry out model management. This has been achieved with success. Storage, queries, and visualization of spatial data with GIS is possible, in spite of it having the mathematical modeling of thes

23、e systems limited to simple arithmetic operations and spatial overlays. This deficiency requires of external modelling routine use and it can be corrected with the construction of SDSS. On the other hand, 5 exposed GIS limitations and why sometimes it is necessary to use SDSS for a group of problems

24、:攴邑省昃煦呸遲衷涎屹渣摸謦1. The capacities of analytical modeling frequently are notpart of the GIS.貲餳坫堙昀墓狠超事倔悍爽瘩2. The group of variables or layers in the database can beinsufficient for complex models.齊銃寄謁渫苣駿煤綿艸痘姑蓯3. Data have insufficient scale and resolution.掠冪疵蜞幡咆火疽砷熹寂黨笊At the present time, SDSS implement

25、ation is not conceived without considering GIS integration in order to link it with the geospatial data and with a group of analytical modules, based on models of diverse types and orientations.琵唰埭躔淙埒雖鴕甭步兔甕訝Today, there is an increasing interest in the development of SDSS. These systems are characte

26、rized by the spatial and geometric relationships of data representing objects and their position in the geographical space. Tools of spatial decision, such as GIS and Computer Aid Design (CAD) do not include the analytical capacities represented by the modules mentioned above, therefore they are not

27、 able to provide complete answers to satisfy the needs of modern decision making. The integration of all these automated tools inside a single working environment and a single user graphical interface is desirable if not essential. However, many technical problems should be solved, and they are rela

28、ted to data management and data inter-operability between modules.醣俊癲寶镥添矮蛻夾蛩聯(lián)雞階Data exchange and transfer, sharing of results and of parameters between models, for a smooth data flow and efficient information processing.耿麼駢盛踽麼悻掛姜鬻寥姥隴Well designed and functional interoperability tasks are needed in o

29、rder to support an efficient decision making process. Interoperability is the capacity to organize and transfer information among models and analytical modules and functional components, which appear integrated in a system. In the components of a DSS, interoperability is measured by the ability of t

30、he system to orchestrate the acquisition, transformation and presentation of the information during the whole decision making process(32).索膩蝴韞釘島漆緡祭檁皺續(xù)醪3. ARCHITECTURES OF A SDSS啶蟆螳亓鋱墾鑫盍藐喁芝番瑩A SDSS, from the stand point of its operation, requires essentially of 4 modules or major operations s to supp

31、ort decision-making. These are: Data input (e.g. images and data), Database Management, Analysis and Presentation.瀉嘆湯賂莞珊艮澎糙晁筢昃礅Five key modules for SDSS architecture have been suggested by 1. These are:憧復(fù)釙絹荸告嚇懦珧蟶鴆躲笤1. A Database Management System.鋨嗥藐液軟疼委廁劬逗悲嘆宣2. Analytical procedures in a Model Base

32、 Management System.喈禿廚蕊肽核瞎螻粗嗌環(huán)鶘鉚3. A screen generator.鵪墚搜跆喧檻怍協(xié)莩蓀亂碲垡4. A report generator.切虻跫涫墑絳癬回耍蒙崮鈾叔5. User interface.攙蜴嶷覆恂蜊枉犧詰英俗談丫The components of a SDSS as defined by 20 are:踽拭酤胚參侖脹舐描嘉乃淤搖1. Database Management System (DBMS), which contains the functions of manipulation of the geographical datab

33、ase.憚煜萍宸增桕勇莽霓賡釋馭抒2. Model Base Management System (MBMS), which contains the functions for model use and management.紿滌棍餑筵榪蘭媛镥癇療搞蒺3. Dialogue generation and management system, which manages the interface between the user and the rest of the components of the system.璁撰茁契繅貿(mào)鉻柑紗紜棕轤金For the programmer, thi

34、s modular structure facilitates the development of the software and from the users perspective the SDSS appears as seamlessly integrated.謹(jǐn)愈炊釘巹蚶去忐艮苯袁闊滇Different authors have examined the history and evolution of the DSS. For instance,28 divided it in 5 stages according to the evolution of their archi

35、tectures. For this analysis the pattern SMP (Structures, Mechanisms and Policies) paradigm was used, (23), beginning from algorithms and simple programs and the first computers until the employment of object-orientation , sophisticated computers and the architecture DSP (Decision Support Process Dec

36、ision Support System) with Executable Modeling Languages (EML) (Figure 1). This type of DSS model has presents 3 major advantages:糖了吵逞窳納囊萏苡戔釤礙呸1. It is independent of the types of necessary models in the decision support system; making the DSP to be portable through several domains of problems and t

37、ools.線衍黨就輟涇稠褸雙哩楓享癲Figure 1. DSP architecture proposed by 28.綬荼毆芮悝爸矢老齄慚蚌黔搦2. It provides a stable DSS architecture due to the fact that new tools and agents can be added without having to modify the superior layers of the architecture.衽姿俚琵腧嵫車戟升周乎叁梓3. It creates a tool integration environment. A DSP a

38、rchitecture provides independence, stability and integration, three desirable elements that must be included in a general design of an Automated Geospatial Decision Support System for sugar cane Planning in Cuba (AGDSSP).丘檐唑楦瓚脖翅忭逍癮索覽燮The basic architecture of a SDSS leaning on the elements that 13 e

39、xposed on the definition of these systems, was shown by 15 in Figure 2. Some of the design problems were exposed by 2. The first DSS presented such problems and showed how the advances in information technologies have influenced the creation of more flexible designs faster and more responsive system

40、s. The examinations provided by 22, 6, and 19, indicates the importance of the objectorientation paradigm, achieving benefits in the design of SDSS, and making them more interactive systems (Figure拱畫陳忌咦岷豇陌嘉鴕鶻創(chuàng)甩3).燾佳蚓元眸湞砼兌袈蜒妲魈取Figure 2. SDSS Architecture suggested by 15.艉醚緹磁寺廠團(tuán)訝尤絲蒙煺嗽An integrated foc

41、us for DSS in related areas with conservation and natural resource management was suggested by 10 (Figure 4). As 25 recognized, this approach can only be feasible for sophisticated software keeping in mind the inclusion of圻萋逭倪檐瘁喑倘傘貞勁凇漿aspects and functionality for participatory decisionmaking.奇娃賞曜爛濉

42、幌砂酹洗邪樸冤Specialists like 14 added new elements, which allow to correct the deficiencies of the previous one as to meet the needs of the different users, which impact on the decision making (Figure 5). Nevertheless, this approach does not include feedback mechanisms, which affects negatively in the pa

43、rticipatory process.耒論膜閽依糝攸鼢苜蘗珂雪嫻In general, DSS frameworks are based on sophisticated computer software but we have considered that it is very important for the development of AGDSSP to incorporate as components participatory decision making tools and models and GIS. Thus, multi-objective optimizat

44、ion tools and multi-criteria group decision making have been considered as important components in AGDSSP to guarantee the searching for the best solutions and feedback mechanisms.廊鱈郟膽某卯倡摳足茁桑殂嘏Figure 3. Object-oriented DSS architecture suggested by2.瞇緒縮躔懦蟠枋矽鈧裼舄簾婀Figure 4. Integrated schema proposed

45、by 10.第違溧冢嘸龔笆繞隧盛蜢詳笊As it was mentioned before, SDSS need GIS elements for their implementation. Current developments in GIS tools have ported the technology to the internet, in what has髫餅長梳岷搴押浦蜒與蟋滕祓come to be known as WebGIS, which allow for distributed GIS functionality in both, Internet and intran

46、ets in real time. The functional characteristics of systems that use such tools have been exposed by 11 and 29. In the near future, the National Sugar Cane Research Institute (NSCRI) could develop architecture such as that proposed for AGDSSP due to the fact that this agency is a research institutio

47、n with a network of 14 research stations n in different zones of the country.嗤曛嗔派匙概羼箱襞涪蓖缽蘩Multimedia techniques have also been incorporated to SDSS. Two new technological developments where they could make use of GIS-hypermedia are PDA (Personal Digital Assistants) and GPS (Global Positioning System

48、s); they contribute to improve the understanding of the different phases and tasks of the system, because their technologies allow presenting the information in a way closer to the form required for decision-making. GPS and GIS technologies can be incorporated to AGDSSP by the time when some of the

49、studies conducted in precision agriculture for sugar cane crop to determine fertilizer recommendations at specific sites, are finished.碳悻養(yǎng)儀潭妮泡爹樞網(wǎng)寮篾輥Figure 5. A schema proposed by 14.萸蓑晟晗戒菀喪醵移穢堇烘挨4. TECHNOLOGIES FOR THE DEVELOPMENT OF A SDSS裨甌梆壢陽歷侮芻蒙貓恢薔楓There are three indispensable technologies for

50、the construction and implementation of a SDSS. They are: SDSS Tools, SDSS Generator and SDSS specific functions (20):陘桎霏讖郟溽處鈀傈嘖嘭加臃1. Examples of SDSS Tools are:胃部衙吝於懺揲攢丶齦挎棖蘼Programming languages and libraries (ARC MACRO Language of ARC/INFO, ISL of ILWIS, Mapbasic Language of MapInfo). Visual Progra

51、mming Languages (Microsoft Visual Basic, Microsoft C+, Borland Delphi). Software of communication inter-applications (Dynamic Data Exchange (DDE), Object Linking (OLE), Open Database Connectivity (ODBC).管爍痞汜擅瀝炕隔辟埠甚唷峒Languages and simulation software (MATEMATHICA, SIMULINK, MAPLE, MATLAB). Programmin

52、g interfaces for applications (API) (IBMs geoManager API, Java Advanced Imaging API).噌決節(jié)寵賓棧禰滂毛祿锫寮籬Visual interfaces, graphical subroutines and treatment of colors (Graphical User Interfaces - GUI).陟椐惕疆敬捋繾膾件枵棣喟您2. SDSS Generator examples are:突斐敝脯戩當(dāng)盛錸裱爆中悉乙GIS (ARC/INFO, ARCVIEW, MAPOBJECTS, ILWIS, IDR

53、ISI, MAPINFO, CARIS). Database packages (family dBase, Microsoft Access, Paradox, Informix, ORACLE). Analysis Programs, Operations and Optimization. Statistical analysis (SAS, S-PLUS, or SPSS).圪弈撈督信庫記嬡割貴幸欞槌3. Specific SDSS examples are: GeoMed winR +GIS Spatial Decision Support鵑氆方鬧雀撂徉寵呼抖夷窳娉Figure 6,

54、 31 represents a DSS Generator, which are tools making possible the building of a specific DSS in a quick way. On the other hand, 20 aimed they consist of packages which relate hardware and software that offer a group of capabilities to build a specific SDSS in an easy and flexible way.健檜郡霈譫闥攢齋素煽攬觳扒

55、The DSS Tool intervenes and helps in the development of DSS Generator or on the development of a dedicated DSS. The last one of the dedicated systems are oriented to the solution of group particular problems.慢棉幔體制帖橛混夷順肭諳究The three technologies described above were used for the construction of AGDSSP

56、. SDSS Tools in AGDSSP: Programming languages and libraries for development have been selected. In our case ILWIS Script Language and CARIS GIS Macro languages have been selected and used. They have been useful to build some queries and routines from GIS software. Some examples of scripts which have

57、 been developed can be found within the奢式耿遨計(jì)灼謄廄普瞇懷扛甑Integrated Land and Water Information System (ILWIS) script generation. Among the scripts developed are maps of available soil phosphorus and potassium content and pH. Required fertilizer application (NPK), tillage requirements and area balance cal

58、culations in sugar cane crop.冪縊芷籪八軸遍咎蒽沓揀世璋Figure 6. DSS Technologies by 31.翅祿冫唾補(bǔ)鎖渦孽珈筏箋顆熔Modelling and data processing applications made through Visual interfaces are implemented and at the same time can link with some customizing scripts and the output of these applications can be presented spatiall

59、y as maps with秸?qǐng)A照箅孱性淖錘卡茉贖蓋霎GIS. 鄹浮誶悅輳嵋捧劃蚋中袒性淚A Graphical User Guide (GUI) is in construction. It must be able to allow for a seamless integration and to hide the “jumps” between AGDSSP modules.笛餓咴鴣魎半涫穩(wěn)拜逶覺凄齬SDSS Generator in AGDSSP:汩刮韉騏棗肭歇評(píng)蜩嶷惱孳盲As it was mentioned earlier, GIS is an important component in a SDSS. ILWIS and CARIS GIS we

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