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    • 4. 发明授权
    • Method and apparatus for automatic configuration of meta-heuristic algorithms in a problem solving environment
    • 在问题解决环境中自动配置元启发式算法的方法和装置
    • US09015145B2
    • 2015-04-21
    • US12519953
    • 2006-12-22
    • Meng Hiot LimYi Liang XuYew Soon Ong
    • Meng Hiot LimYi Liang XuYew Soon Ong
    • G06F17/30G06N3/12
    • G06N3/12G06F17/30424G06N3/126
    • A method and system are presented for configuring a search algorithm for solving a combinatorial optimization problem. The search algorithm has a number of procedural components. Each procedural component is configured using a respective data structure. The data structure has a tree structure, including traversal split nodes, each of which represents a choice to be made when configuring the procedural component of the search algorithm. Configuring the procedural component corresponds to traversing the tree structure, and the traversal is performed automatically. At each of the traversal split nodes, the choice of which direction to take through the tree structure is made randomly, using a respective probabilistic function. Thus, a population of candidate algorithms is generated. These are evaluated, and the probabilistic functions modified.
    • 提出了一种用于配置用于求解组合优化问题的搜索算法的方法和系统。 搜索算法有许多过程组件。 每个过程组件使用相应的数据结构进行配置。 数据结构具有树结构,包括遍历分割节点,每个节点表示在配置搜索算法的过程组件时要做出的选择。 配置过程组件对应于遍历树结构,并且自动执行遍历。 在每个遍历分割节点处,使用相应的概率函数随机选择要采用树结构的方向。 因此,生成候选算法的群体。 这些被评估,概率函数被修改。
    • 5. 发明授权
    • Method and apparatus for an algorithm development environment for solving a class of real-life combinatorial optimization problems
    • 用于解决一类现实组合优化问题的算法开发环境的方法和装置
    • US08170962B2
    • 2012-05-01
    • US12097254
    • 2006-12-08
    • Meng Hiot LimYi Liang Xu
    • Meng Hiot LimYi Liang Xu
    • G06F15/18G06N3/00G06N3/12
    • G06N3/126
    • The invention pertains to an algorithm development environment for solving a class of combinatorial optimization problems. Many practical real-life applications can be formulated as combinatorial optimization problems. Over the years, there have been algorithms proposed to solve these problems. The effort in customizing algorithms to fulfill a particular domain-specific application is still significant. Furthermore, conventional approaches towards codes generation and modification are tedious and thus inefficient. To address the need for rapid generation of algorithms that are efficient in solving a given class of real-life problems, embodiments provide a hierarchical tree structure for managing a procedure modules library. Based on the preferred management and object-oriented design concept, users configure and generate a genetic algorithm (GA) via an intuitive graphical user interface. The goal-seeking customization of the generated GA can be easily carried out for solving various optimization problems. This way, the efficiency of algorithm development is enhanced significantly.
    • 本发明涉及用于解决一类组合优化问题的算法开发环境。 许多实用的现实应用可以被形成为组合优化问题。 多年来,已经提出了解决这些问题的算法。 定制算法以实现特定领域特定应用程序的努力仍然很重要。 此外,代码生成和修改的常规方法是冗长乏味的,因此效率低下。 为了解决需要快速生成有效解决给定类别的现实生活中的问题的算法,实施例提供了用于管理过程模块库的分层树结构。 基于首选的管理和面向对象的设计理念,用户通过直观的图形用户界面配置和生成遗传算法(GA)。 可以轻松地进行生成的GA的目标寻求定制,以解决各种优化问题。 这样,算法开发的效率显着提高。
    • 6. 发明申请
    • Method and Apparatus for an Algorithm Development Environment for Solving a Class of Real-Life Combinatorial Optimization Problems
    • 用于解决一组实时组合优化问题的算法开发环境的方法和装置
    • US20080313113A1
    • 2008-12-18
    • US12097254
    • 2006-12-08
    • Meng Hiot LimYi Liang Xu
    • Meng Hiot LimYi Liang Xu
    • G06N3/12G06F15/18G06F19/00
    • G06N3/126
    • The invention pertains to an algorithm development environment for solving a class of combinatorial optimization problems. Many practical real-life applications can be formulated as combinatorial optimization problems. Over the years, there have been many well-known algorithms proposed to solve these problems. The effort in customizing algorithms to fulfill a particular domain-specific application is still significant. Furthermore, conventional approaches towards codes generation and modification are tedious and thus inefficient. To address the need for rapid generation of algorithms that are efficient in solving a given class of real-life problems, embodiments of the present invention encompasses a hierarchical tree structure for managing a procedure modules library. Based on the preferred management and object-oriented design concept, users configure and generate a genetic algorithm (GA) via an intuitive graphical user interface. The goal-seeking approach of customization of the generated GA can be easily carried out for solving various optimization problems. This way, the efficiency of algorithm development is enhanced significantly.
    • 本发明涉及用于解决一类组合优化问题的算法开发环境。 许多实用的现实应用可以被形成为组合优化问题。 多年来,已经有许多众所周知的算法来解决这些问题。 定制算法以实现特定领域特定应用程序的努力仍然很重要。 此外,代码生成和修改的常规方法是冗长乏味的,因此效率低下。 为了解决快速生成有效解决给定类别的现实生活问题的算法的需要,本发明的实施例包括用于管理过程模块库的分层树结构。 基于首选的管理和面向对象的设计理念,用户通过直观的图形用户界面配置和生成遗传算法(GA)。 为了解决各种优化问题,可以轻松实现生成的GA的定制的目标寻求方法。 这样,算法开发的效率显着提高。