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11. 发明申请

US20160146493A1 BUILDING THERMAL CONTROL TECHNIQUES 审中-公开
标题翻译：建立热控制技术
公开(公告)号：US20160146493A1
公开(公告)日：2016-05-26
申请号：US14985499
申请日：2015-12-31
申请人： International Business Machines Corporation
发明人： Markus R. Ettl , Young M. Lee , Hongxia Yang , Rui Zhang
IPC分类号： F24F11/00 , G06N99/00 , G06N3/12 , G05B13/04
CPC分类号： G06N20/00 , F24F11/30 , F24F11/62 , G05B13/04 , G05B15/02 , G05B2219/2642 , G06F17/5009
摘要： An algebra and differential equations model of a physical system is constructed based on available training data and physical system characteristics. A hybrid calibration process is carried out to iteratively calibrate both time-insensitive and time-sensitive parameters of the algebra and differential equations model so as to obtain parameter vectors. Vector auto-regression is applied to the parameter vectors to predict values of the parameters for a future time period.
摘要翻译：基于可用的训练数据和物理系统特征构建物理系统的代数和微分方程模型。进行混合校准过程，以迭代校准代数和微分方程模型的时间不敏感和时间敏感参数，以获得参数向量。向量自回归应用于参数向量以预测未来时间段的参数值。

12. 发明申请

US20150317653A1 OMNI-CHANNEL DEMAND MODELING AND PRICE OPTIMIZATION 审中-公开
标题翻译： OMNI通道需求建模与价格优化
公开(公告)号：US20150317653A1
公开(公告)日：2015-11-05
申请号：US14266297
申请日：2014-04-30
申请人： International Business Machines Corporation
发明人： Markus R. Ettl , Pavithra Harsha , Tze Chao Ng , Shivaram Subramanian
IPC分类号： G06Q30/02
CPC分类号： G06Q30/0206 , G06Q30/02 , G06Q30/0201 , G06Q30/0202 , G06Q30/0205
摘要： Predicting demand of a product offered in multiple channels for a seller that has a plurality of physical store channels and one or more virtual channels, may comprise obtaining transaction log data having records of sales transactions with location identifiers in the one or more virtual channels. The one or more virtual channels may be segmented by locations based on locations of the physical stores and the location identifiers in the transaction log data. A demand model may be estimated by location that incorporates demand for the multiple channels in that location and captures cross-effect of said multiple channels in the same location based on historic sales and transaction data. Integrated price optimization may be performed across all channels and locations that compute one or more prices for each virtual channel and one price for each location in the other channels while also satisfying a plurality of inter-channel and inter-locations constraints.
摘要翻译：对于具有多个物理存储通道和一个或多个虚拟通道的卖方，预测对多个通道提供的产品的需求可以包括获得具有在一个或多个虚拟通道中的位置标识符的销售交易记录的交易记录数据。一个或多个虚拟通道可以基于物理存储器的位置和位置标识符在事务日志数据中的位置被分割。需求模型可以通过对该位置中的多个信道的需求进行合并的位置来估计，并且基于历史销售和交易数据捕获在相同位置的所述多个信道的交叉效应。可以在所有信道和位置上执行集成价格优化，所述信道和位置为每个虚拟信道计算一个或多个价格，并且在其他信道中为每个位置计算一个价格，同时还满足多个信道间和位置间约束。

13. 发明授权

US08732090B2 Optimizing procurement spend compliance 有权
标题翻译：优化采购支出合规性
公开(公告)号：US08732090B2
公开(公告)日：2014-05-20
申请号：US13339626
申请日：2011-12-29
申请人： Pawan R. Chowdhary , Amit Dhurandhar , Markus R. Ettl , Soumyadip Ghosh , Bruce C. Graves , William S. Schaefer , Karthik Sourirajan , Yu Tang
发明人： Pawan R. Chowdhary , Amit Dhurandhar , Markus R. Ettl , Soumyadip Ghosh , Bruce C. Graves , William S. Schaefer , Karthik Sourirajan , Yu Tang
IPC分类号： G06Q40/00
CPC分类号： G06Q30/0635 , G06Q30/0633 , G06Q40/06
摘要： Managing spend compliance may include receiving a set of spend transaction records containing one or more spend attributes, one or more compliance business rules and one or more investment scenarios that increase spend compliance. The compliance business rules may be applied to the transaction records and segments of transactions with predetermined high savings opportunities may be determined. A prioritized investment plan over one or more time periods that yield optimized return on investment may be generated based on applying the segments of transactions and the investment scenarios.
摘要翻译：管理支出合规性可能包括接收一组包含一个或多个支出属性的支出交易记录，一个或多个合规业务规则以及一个或多个增加支出合规性的投资方案。可以将合规业务规则应用于交易记录，并且可以确定具有预定高储蓄机会的交易段。可以根据应用交易细分和投资情况，生成优化投资回报率的一个或多个时间段的优先投资计划。

14. 发明授权

US08463651B2 Non-instrumented perishable product tracking in a supply chain 失效
标题翻译：在供应链中非仪器化的易腐产品跟踪
公开(公告)号：US08463651B2
公开(公告)日：2013-06-11
申请号：US13117567
申请日：2011-05-27
申请人： Daniel P. Connors , Markus R. Ettl , Mary E. Helander , Shubir Kapoor , Stuart A. Siegel
发明人： Daniel P. Connors , Markus R. Ettl , Mary E. Helander , Shubir Kapoor , Stuart A. Siegel
IPC分类号： G06G1/14 , G06Q20/00 , G07G1/12 , G07G5/00 , G07G1/10
CPC分类号： G06Q10/0833
摘要： There are provided a system, a method and a computer program product for tracking an inventory distribution of a perishable product in a supply chain. The system receives shipment data and point of sale data for the product from every location in the supply chain. The system creates, based on the obtained shipment data and the point of sale data, a network graph that represents a flow of the product in the supply chain. The system identifies an age of unsold inventory of the product at each node of the graph based on the created graph. The system provides a notification to a user at each location that informs the age of the unsold inventory of the product at that location.
摘要翻译：提供了用于跟踪供应链中易变质产品的库存分布的系统，方法和计算机程序产品。系统从供应链中的每个位置接收产品的出货数据和销售点数据。该系统基于获得的装运数据和销售点数据创建表示供应链中的产品流的网络图。系统根据所创建的图表，在图形的每个节点上识别产品的未售出库存的年龄。系统向每个位置的用户通知通知该位置的产品的未售出库存的年龄。

15. 发明申请

US20080312978A1 System and Mechanism for Proactive Supplier Hub Management 审中-公开
标题翻译：主动供应商中心管理系统与机制
公开(公告)号：US20080312978A1
公开(公告)日：2008-12-18
申请号：US11761593
申请日：2007-06-12
申请人： Blair A. Binney , Markus R. Ettl , Shubir Kapoor , Rajesh Kumar Ravi , Sarah Elizabeth Santo , Young-Jun Yoon
发明人： Blair A. Binney , Markus R. Ettl , Shubir Kapoor , Rajesh Kumar Ravi , Sarah Elizabeth Santo , Young-Jun Yoon
IPC分类号： G06Q10/00 , G06F17/10 , G06Q99/00
CPC分类号： G06Q10/06 , G06Q10/087
摘要： A system and method for allowing an organization access to supplier data, allows an organization which has outsourced one or more supply functions to one or more suppliers, permits feeding in real-time data from suppliers and processing and analyzing the data to determine performance metrics. Monitoring of these performance metrics against thresholds, which are established periodically based on customer data and forecast data, allows for the generation of alerts when the thresholds have been exceeded. This may occur, for example, when a supplier contract may have been violated or when new controls may need to be enforced within the contracts. Corrective actions may be taken in response to alerts, and these actions may modify previously established performance metrics and provide for recalculating the performance metrics with the new data.
摘要翻译：允许组织访问供应商数据的系统和方法允许将一个或多个供应功能外包给一个或多个供应商的组织允许馈送来自供应商的实时数据并处理和分析数据以确定性能度量。根据客户数据和预测数据定期监控这些性能指标的阈值，可以在超过阈值时生成警报。这可能发生在例如供应商合同可能被违反或者可能需要在合同中执行新控制的情况下。可以采取纠正措施来响应警报，这些操作可能会修改先前建立的性能指标，并提供使用新数据重新计算性能指标。

16. 发明授权

US10692039B2 Cargo logistics dispatch service with integrated pricing and scheduling 有权
公开(公告)号：US10692039B2
公开(公告)日：2020-06-23
申请号：US15270364
申请日：2016-09-20
申请人： International Business Machines Corporation
发明人： Pawan R. Chowdhary , Markus R. Ettl , Zhenyu Hu , Roger D. Lederman , Zhengliang Xue
IPC分类号： G06Q10/08 , G06Q10/10
摘要： System and method that improves cargo logistics may be presented. For instance, shipping capacity in cargo logistics may be best utilized based on providing pricing and scheduling solutions that are jointly optimized and prices differentiated based on flexibility of service request. Scheduled service and pricing may be transmitted as a signal to control execution of the cargo logistics.

17. 发明授权

US10332032B2 Training a machine to automate spot pricing of logistics services in a large-scale network 有权
公开(公告)号：US10332032B2
公开(公告)日：2019-06-25
申请号：US15340548
申请日：2016-11-01
申请人： International Business Machines Corporation
发明人： Pawan R. Chowdhary , Markus R. Ettl , Roger D. Lederman , Tim Nonner , Ulrich B. Schimpel , Zhengliang Xue , Hongxia Yang
IPC分类号： G06N20/00 , G06Q10/08 , G06Q30/02
摘要： A machine learning algorithm is trained to learn to cluster a plurality of original-destination routes in a network for transporting cargo into a plurality of clusters based on similarities of the original-destination routes, and to learn to cluster the plurality of clusters into a plurality of subgroups based on customer behavior. Influencing criteria associated with each of the subgroups may be determined and based on the influencing criteria, a price elasticity curve for each of the subgroups may be generated. Based on the price elasticity curve and current network traffic, cargo transportation price associated with each of the subgroups may be determined.

18. 发明授权

US10332026B2 Building thermal control techniques 有权
公开(公告)号：US10332026B2
公开(公告)日：2019-06-25
申请号：US14698829
申请日：2015-04-28
申请人： International Business Machines Corporation
发明人： Markus R. Ettl , Young M. Lee , Hongxia Yang , Rui Zhang
IPC分类号： F24F11/30 , F24F11/62 , G05B13/04 , G05B15/02 , G06F17/50 , G06N20/00
摘要： An algebra and differential equations model of a physical system is constructed based on available training data and physical system characteristics. A hybrid calibration process is carried out to iteratively calibrate both time-insensitive and time-sensitive parameters of the algebra and differential equations model so as to obtain parameter vectors. Vector auto-regression is applied to the parameter vectors to predict values of the parameters for a future time period.

19. 发明授权

US10318966B2 Computer-implemented techniques for determining and provisioning real-time individualized product and service offering 有权
公开(公告)号：US10318966B2
公开(公告)日：2019-06-11
申请号：US14843590
申请日：2015-09-02
申请人： International Business Machines Corporation
发明人： Markus R. Ettl , Sechan Oh , Steven G. Pinchuk
IPC分类号： G06Q10/00 , G06Q30/02
摘要： User information may be received and a market segment associated with the user may be received. A personalized or individualized offer may be determined based on the user information, the personalized offer determined based on a product offeror's goal with respect to the user at a given time. The market segment offer and the personalized offer may be blended to determine a recommended personalized offering for the user at the given time, e.g., given a company's tactical, strategic and lifetime goals and values for that user.

20. 发明申请

US20170278173A1 PERSONALIZED BUNDLE RECOMMENDATION SYSTEM AND METHOD 审中-公开
公开(公告)号：US20170278173A1
公开(公告)日：2017-09-28
申请号：US15080759
申请日：2016-03-25
申请人： International Business Machines Corporation , Massachusetts Institute of Technology
发明人： Markus R. Ettl , Arun Hampapur , Pavithra Harsha , Anna M. Papush , Georgia Perakis
IPC分类号： G06Q30/06 , G06Q10/08
CPC分类号： G06Q30/0631 , G06Q10/087
摘要： An aspect of the disclosure includes a method, a system and a computer program product for determining a personalized bundle offer for a consumer. The method includes determining an interest in an initial product by a consumer. A demand group is identified based on the initial product. A purchase probability is determined for the consumer to purchase the product. An inventory expected profit-to-go is determined for the product. At least one additional product from the demand group is determined based at least in part on the purchase probability and the inventory expected profit-to-go, the expected profit to go being based on a current inventory state of the product and the at least one additional product. A signal is transmitted to the consumer, the signal including at least one additional product and a price for a bundle containing both the product of interest and the at least one additional product.

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