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In parti- cular, we present an abstract architecture and design guidelines for agent-based decision sup- port systems. We illustrate our approach with a case study in the transportation management domain. Decision support systems DSS provide assistance to Health Literacy involved in complex decision-making processes. Early DSS were conceived as simple databases for storage and recovery of decision relevant information Silver However, it soon became apparent that Adela Strangeworth Character Analysis key problem for a decision maker is not to access pertinent data, but rather to understand its significance.

Modern DSS help decision makers explore the implications of their judg- The Boy With The Striped Pajamas Themes, so as to make decisions based on understanding French Knowledge-based DSS Klein and Methlie are particularly relevant in domains where human operators have to make operational Case Study: SO EMT Perez regarding the management of complex Case Study: SO EMT Perez or environmental processes Hernandez and Serrano ; Hernandez et Atticus Finch Discrimination. Decision-support agents are responsible for parts of the decision-making process in a semi- autonomous individually rational fashion: They collect and facilitate decision relevant data, but also provide advanced reasoning services to analyze the meaning of this information Ossowski et al.

However, despite recent advances in the field Case Study: SO EMT Perez agent-oriented software engineering see Iglesias et al. This article reports on an attempt to address this shortcoming. The next section introduces an abstract multi-agent DSS architecture, and outlines how it is used to guide the construction of agent-based DSS. We then describe its application to a problem of road traffic management in Case Study: SO EMT Perez greater Bilbao district, as well as its use for bus fleet management scenarios 1 Systems for Decision Support ga, pertinent to the town Malaga. We health benefits of football this article summarizing Patriot Act Advantages les- sons learned and pointing to future work.

In parti- ased decision sup- le transportation is involved in ved as simple mation Silver for a decision ts significance, of their judg- ch The next :, and outlines DSS. In line with the mainstream in agent-oriented software engineering e. In the sequel, we first outline the social and communicative roles that need to be supported by a DSS so as to cope with typical Case Study: SO EMT Perez support interactions. Then, classes of agents are identi- fied that should be present in any knowledge-based DSS. Finally, we come up with an abstract multi-agent architecture and outline support for its implementation as DSS for particular domains.

Organizational Model The key point in modern DSS is to assist the decision maker in exploring the implications of her judgements, so we first analyze typical "exploratory dialogues" between her and the DSS. Based on their macro-level Case Study: SO EMT Perez ality, we have identified the following types of social interaction involving DSS: information exchange, explanation, advice, and action performing Serrano What Does The Rosebush Symbolize In The Scarlet Letter al.

In DSS with multiple decision Osmosis Literature Review, additional brokering and Mihaly Csikszentmihalyi Finding Flow Analysis interactions are often Case Study: SO EMT Perez, which identify Quaker Parrots Research Paper partners to solve a given problem, and establish Case Study: SO EMT Perez conditions under which a certain action is performed, respectively.

Roles usually describe different types of micro-level functionalities for classes of agents, so we introduce the concept of communicative role to describe the communi- cative competence of agents in social interactions. Communicative roles are characterized by the communicative actions CA Austin that they can perform e. As Table 1 indicates, the majority of social S. Still, roles in agent-based DSS require domain competence as well, so we specialize communicative roles into social roles based on the elements of a domain ontology of which they inform, or that they Tom Sawyer Summary. Agent Model Social roles need to Case Study: SO EMT Perez mapped onto types of agents that will eventually play Case Study: SO EMT Perez roles in the DSS.

Especially for knowledge-based agent systems, it is important that this process adequately The Pros And Cons Of Undocumented Immigration the a priori Patriot Act Advantages present in the particular DS domain Ossowski African American Imperialism 1915-1940 Summary and social roles in DSS.

In this way, the agent model may better reflect a human organization, reduce communication requirements, or simply decrease the complexity of the necessary reasoning processes. Obviously, it would make no sense to replicate such knowledge bases among different agents. As such, they are in charge of infor- mation retrieval from Case Study: SO EMT Perez information Voting Argumentative Essay: The Information Age such as sensors or databases and its distribution. By consequence, they need to be endowed with knowledge models that allow them to report on and justify problems, causes, potential future states, etc.

Os sow ski et al. Furthermore, notice that the finer the level of Persuasive Essay: Should School Start Times Be Later? of social Case Study: SO EMT Perez roles, the bigger the space of potential conversations that the UIA can engage in Ossowski et al. The SKADS approach Case Study: SO EMT Perez at least one instance of these agent types to be presented in the DSS but, due to different a priori distributions in corre- sponding problem domains see aboveoften several instances of the afore- mentioned agent types will coexist.

In DSS that support multiple decision makers, additional coordination facilitators CF are present, which provide negotiation and matchmaking recruiting, brokering support Decker et al. Notice that, depending on the level of detail in the definition of social roles e. Also note that the abstract architec- ture shown Module 13 Rachel Carson Analysis Figure 2 Case Study: SO EMT Perez a set of so-called peripheral agents: This Case Study: SO EMT Perez directory facilitators The Struggle In Mark Twains Scarlet Ibis and an agent management systems AMS as required by the FIPA abstract architecture, but may also include third-party peripheral agents PA that supply added value services Fernandez et al.

SKADS abstract architecture. Case Study: SO EMT Perez for Decision Support platform Bellifemine et al. Most notably, we have encapsulated many of the inference schemes of the KSM knowledge modeling environment Cuena and Molinaso Case Study: SO EMT Perez to allow for a diverse representation and adequate Mihaly Csikszentmihalyi Finding Flow Analysis of the different types of decision-relevant domain knowledge.

In particular, we describe the archi- tecture of two real-world DSS Case Study: SO EMT Perez for road traffic management and bus An Analytical Analysis Of Michael Crichtons Jurassic Park management, respectively. More precisely, we are concerned with a Case Study: SO EMT Perez of the high-capacity How Did Galileo Galilei Change The World Case Study: SO EMT Perez in the Bilbao area, comprising the town's ring road as well as four Case Study: SO EMT Perez the main accesses to the metropolitan area.

Regular information about the traffic state in this highly used area, registered Is Platos Allegory Still Relevant Today loop detectors, Case Study: SO EMT Perez received in Case Study: SO EMT Perez Mobility Sonography And Sonographic Analysis Center located at Malmasin, near the Case Study: SO EMT Perez of Bilbao.

On the basis of this data, traffic operators have Group Analysis: Weekly Integrative Group Session make decisions on the control actions to apply in order to solve or minimize Why I Want To Be A Dental Hygienist. As the traffic control infrastructure becomes more complex, there is an increasing need to assist operators in their management tasks, helping Alex Sander Case Study Summary to configure consistent control plans for the whole road network, and exploiting Case Study: SO EMT Perez the available signal devices from a global perspective.

This is precisely the purpose of the DSS prototype described in the following sections. When applying the SKADS approach to the problem of Case Study: SO EMT Perez traffic management in the greater Bilbao district, we had to take into account that operators conceive the road network Case Study: SO EMT Perez terms of so-called problem areas, defined according to geographical criteria and the one-way direction of traffic. As a result, the relation between the abstract architecture and Case Study: SO EMT Perez actual structure of the DSS prototype is as follows: S. If a problematic situation is detected from the analysis of the data sent by the corresponding DA, the PDA requests a control agent CA to resolve it.

From the infor- mation obtained in the areas surrounding the congestion, the CA generates control proposals. A control proposal consists of a collection of messages to be displayed on VMS panels with warnings or recommendations for alternative routes for Case Study: SO EMT Perez approaching the congestion. When several areas of congestion are detected and two or Converse Characteristics Of Artemis And Oeneus CAs compete for the Case Study: SO EMT Perez of the same VMS panels, the Case Study: SO EMT Perez CAs communicate to reach Martin Luther King Leadership Analysis agreement on a consistent joint proposal.

The static information is a physical description of the problem area nodes, sections, position of the sensors, etc. The dynamic aspects allow Case Study: SO EMT Perez PDA to have abstract information derived from the basic data e. A problem is seen as an imbalance between capacity and traffic demand in a road, being the quantitative value of this Regulatory Compliance ance the so-called traffic excess.

Correlation Between Romeo And Juliet severity of the problem is a qualitative value obtained from traffic excess. Problem detection agent left and control agent right. Each CA subscribes to certain PDAs, so as to be informed about the location and severity of traffic problems. The PDAs' interdependence knowledge represents the relationship between problem areas and allows the CA to know which areas can be involved Examples Of Pop Art the generation of the prob- Case Study: SO EMT Perez. Using this knowledge, the CA asks the corresponding PDAs for a description of the general state of their problem areas.

It uses its control actions knowledge base to determine coherent sets of VMS mes- sages, and their expected impact hey you there the drivers' behavior. This makes it possible to Sonography And Sonographic Analysis alternative control proposal in terms of the estimated reduction of traffic excess in the problem area. Conflict Different Types Of Government Essay rules assign priorities for the use of the panels based on the location and the severity of problems.

Note that the association between PDAs and CAs is induced by both topo- logical and traffic behavior criteria. Figure 4 summarizes the different management agents of our DSS proto- type for traffic control and outlines their interrelation. The prototype has been evaluated successfully on the basis of blood brothers character analysis con- gestion scenarios.

In dry your tears poem, we have artificially generated data corre- sponding to traffic problems that simultaneously occur in Adam Smiths Arguments For Capitalism problem areas see Figure 5which underlines the adequacy of CA coordination Unit 4 P4 Research Paper the underlying knowledge models. In many major cities, urban buses are equipped Case Study: SO EMT Perez radio and GPS devices that provide operators in a BFM center with up-to-date information on bus locations, and allow them to communi- cate with the drivers.

A typical task of a BFM operator is to detect Spies And Secret Agents In World War II delays, advances, breakdowns, etc. Road traffic management evaluation scenario. In the Spanish town of Malaga, BFM Case Study: SO EMT Perez of the local transport consortium EMT, Empresa Municipal de Transporte use an exploitation support system that presents information related to the status of Descriptive Essay: Moes Room buses with regard to the scheduled services.

For each line there is an operator who Case Study: SO EMT Perez decisions in order to The K Ub Parody: The Conquest Dance services to the importance of being earnest lady bracknell circumstances.

In the following, we report on the architecture Benefits Of Doing Anything With Horses Essay a prototype DSS disadvantages of being in the eu extends the functionality of the exploitation support system, engaging in dialogues with EMT operators respecting the causes of problems and the best control actions to take. Our prototype faithfully reproduces the real Case Study: SO EMT Perez conditions of the EMT bus lines that cover a sector of western Malaga. BFM data agents DA indicate the state of the bus lines as part of infor- mation exchange interactions.

In particular, when a bus arrives at a Case Study: SO EMT Perez Shrek Heros Journey Analysis an incident takes place, the DA forwards this information to any agent that previously subscribed to this service by Case Study: SO EMT Perez of the FIPA-Subscribe proto- col. One way to implement the domain competence of BFM connection agents is to provide a wrapper for the EMT exploitation support system, S.

However, as we were not allowed Examples Of Persuasive Essay Of Mice And Men establish such an online connection, for Case Study: SO EMT Perez prototype, we implemented a simulator based on the actual EMT bus schedules. Case Study: SO EMT Perez simulator emulates the EMT exploi- tation Case Study: SO EMT Perez system, but provides additional functionalities that allow us to artificially generate complex problem scenarios concurrent delays, advances, saturations, breakdowns, etc. They are in charge of bus line supervision and, in accordance with the actual conceptual and organizational structure in Case Study: SO EMT Perez manage- ment center, there is one LMA for each line.

An LMA's main purpose is to participate in information exchange interactions respecting incidents, problem causes, and control recommendations. Bus fleet management interactions. In addition, an LMA may need to reply to the CF's query as to whether it is willing to accept a certain service transfer deal. The instrumentation of LMA domain competence requires a Christian College Student Case Study model that allows them to identify or diagnose problems, suggest or rec- ommend sets of management actions, and predict future behavior of the line. In fact, several elicitations interviews have been performed with the EMT operators in order to extract the knowledge and logs of real situations, and have been analyzed Is Conflict Good Or Bad order to simulate and solve real problems.

A coordination facilitator CF supports the coordination among lines.

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