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Method and System for Innovation Management and Optimization Under Uncertainty

机译:不确定性下创新管理与优化的方法和系统

摘要

An integrated and comprehensive method and system is disclosed for management and optimization of innovation and associated processes under uncertainty. A first embodiment of the invention consists of a data mining and clustering module to compare a new innovation submission with existing internal and external entries and databases, identify similarities and group similar entries together. A second embodiment of the invention is directed towards an intelligent machine learning module to learn from the available data of previous innovation projects and provide estimates of outputs or target values for new innovation submissions or entries. In a third embodiment of the invention, an uncertainty quantification method and system is introduced to handle uncertain inputs of innovation entries and provide probabilistic estimates of outputs by generating a plurality of solutions and scenarios. In a fourth embodiment of the invention, a multiobjective optimization module is used to simultaneously optimize multiple competing objectives.
机译:公开了用于在不确定性下管理和优化创新及相关过程的集成且综合的方法和系统。本发明的第一实施例包括数据挖掘和聚类模块,以将新的创新提交与现有的内部和外部条目和数据库进行比较,识别相似性并将相似的条目分组在一起。本发明的第二实施例针对一种智能机器学习模块,以从先前的创新项目的可用数据中学习,并为新的创新提交或条目提供输出或目标值的估计。在本发明的第三实施例中,引入了不确定性量化方法和系统,以处理创新条目的不确定输入,并通过生成多个解和方案来提供输出的概率估计。在本发明的第四实施例中,多目标优化模块用于同时优化多个竞争目标。

著录项

  • 公开/公告号US2018053092A1

    专利类型

  • 公开/公告日2018-02-22

    原文格式PDF

  • 申请/专利权人 YASIN HAJIZADEH;

    申请/专利号US201715682946

  • 发明设计人 YASIN HAJIZADEH;

    申请日2017-08-22

  • 分类号G06N3/08;G06N7;G06N5/02;G06F17/30;

  • 国家 US

  • 入库时间 2022-08-21 13:02:18

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