INTEGRATING CASE-BASED REASONING, KNOWLEDGE-BASED APPROACH AND TSP ALGORITHM FOR MINIMUM TOUR FINDING
نویسنده
چکیده مقاله:
Imagine you have traveled to an unfamiliar city. Before you start your daily tour around the city, you need to know a good route. In Network Theory (NT), this is the traveling salesman problem (TSP). A dynamic programming algorithm is often used for solving this problem. However, when the road network of the city is very complicated and dense, which is usually the case, it will take too long for the algorithm to find the shortest path. Furthermore, in reality, things are not as simple as those stated in AT. For instance, the cost of travel for the same part of the city at different times may not be the same. In this project, we have integrated TSP algorithm with AI knowledge-based approach and case-based reasoning in solving the problem. With this integration, knowledge about the geographical information and past cases are used to help TSP algorithm in finding a solution. This approach dramatically reduces the computation time required for minimum tour finding.
منابع مشابه
integrating case-based reasoning, knowledge-based approach and tsp algorithm for minimum tour finding
imagine you have traveled to an unfamiliar city. before you start your daily tour around the city, you need to know a good route. in network theory (nt), this is the traveling salesman problem (tsp). a dynamic programming algorithm is often used for solving this problem. however, when the road network of the city is very complicated and dense, which is usually the case, it will take too long fo...
متن کاملIntegrating Knowledge-Based and Case-Based Reasoning
There has been substantial recent interest in integrating knowledge based reasoning (KBR) and case-based reasoning (CBR) within a single system due to the potential synergisms that could result. Here we describe our recent work investigating the feasibility of a combined KBR-CBR application-independent system for interpreting multi-episode stories/narratives, illustrating it with an application...
متن کاملExplanation-Based Similarity: A Unifying Approach for Integrating Domain Knowledge into Case-Based Reasoning for Diagnosis and Planning Tasks
Case-based problem solving can be signiicantly improved by applying domain knowledge (in opposition to problem solving knowledge), which can be acquired with reasonable eeort, to derive explanations of the correctness of a case. Such explanations, constructed on several levels of abstraction, can be employed as the basis for similarity assessment as well as for adaptation by solution reenement....
متن کاملAn Approach for Temporal Case-Based Reasoning: Episode-Based Reasoning
In recent years, several researchers have studied the suitability of CBR to cope with dynamic or continuous or temporal domains. In these domains, the current state depends on the past temporal states. This feature really makes difficult to cope with these domains. This means that classical individual case retrieval is not very accurate, as the dynamic domain is structured in a temporally relat...
متن کاملCase-based Reasoning Systems for Knowledge Mediation
A knowledge mediation system eases the transfer of knowledge between two communities of practice. We describe one such system, based upon case-based reasoning, which reuses cases representing previous instances of mediation between two different communities. The system’s specific purpose is to support management processes to plan the maintenance and operation of a utility distribution network, ...
متن کاملRIMSAT DSS Project: Integrating Model- Based and Case-Based Reasoning
Although studies have shown that expert safety-critical decision-makers base the majority of their incident command decisions on past experiences, there is not yet a decision support tool enabling them to access relevant experience during an incident. The Remote Intelligent Management Support and Training (RIMSAT) project aims to provide such a solution through the integration of model-based re...
متن کاملمنابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ذخیره در منابع من قبلا به منابع من ذحیره شده{@ msg_add @}
عنوان ژورنال
دوره 02 شماره 1
صفحات 151- 161
تاریخ انتشار 2009-07-01
با دنبال کردن یک ژورنال هنگامی که شماره جدید این ژورنال منتشر می شود به شما از طریق ایمیل اطلاع داده می شود.
میزبانی شده توسط پلتفرم ابری doprax.com
copyright © 2015-2023