Abstract: One embodiment provides a method for clustering documents based upon a structure of each of the documents, including: receiving, at a device utilizing the machine-learning model, at least one document, each including a plurality of characters and having a structure; converting, for each of the at least one document, each of the plurality of characters to one of a plurality of character representations, wherein the converting includes identifying an attribute of a character and selecting a character representation corresponding to the attribute; producing at least one array for each of the one or more documents, wherein the at least one array includes the plurality of characters converted to the character representations; and clustering the at least one document into document clusters having similar structures by grouping the at least one arrays into groups of arrays having similarities, wherein each document cluster include documents corresponding to the arrays within one of the groups of arrays.

Abstract: A magnesium alloy containing: Al: 0.2-1.6 wt. % Zn: 0.2-0.8 wt. % 5 Mn: 0.1-0.5 wt. % Zr 0-0.5 wt. % La: 1-3.5 wt. % Y: 0.05-3.5 wt. % Ce: 0-2 wt. % 10 Nd: 0-2 wt. % Gd: 0-3 wt. % Pr: 0-0.5 wt. % Be: 0-20 ppm the balance being Mg and incidental elements.

Abstract: A magnesium alloy containing: Al: 0.2-1.6 wt. % Zn: 0.2-0.8 wt. % 5 Mn: 0.1-0.5 wt. % Zr 0-0.5 wt. % La: 1-3.5 wt. % Y: 0.05-3.5 wt. % Ce: 0-2 wt. % 10 Nd: 0-2 wt. % Gd: 0-3 wt. % Pr: 0-0.5 wt. % Be: 0-20 ppm the balance being Mg and incidental elements.

Abstract: An apparatus, method and computer readable medium are disclosed. In at least one embodiment, the apparatus includes a keyboard including keys, a plurality of the keys each being associated with a polysemous symbol relating to a concept represented by a Chinese radical; and a processor, to determine whether or not a plurality of symbols, associated with a plurality of selected keys, form a sequence of symbols associated with at least one Chinese character, and, in response to determining that the plurality of selected symbols form a sequence of symbols associated with at least one Chinese character, to instruct output of the at least one Chinese character. A plurality of the keys may include each of a polysemous symbol, a Chinese radical, a Chinese measure word character and a Pinyin/Bopomofo letter, each associated with one another.

Abstract: A cartridge for an ion exchanging electrochemical cell, the cartridge comprising at least one spiral wound, textured, bipolar ion exchange membrane having (i) an anion exchange layer abutting a cation exchange layer with continuous contact between the anion exchange layer and the cation exchange layer; and (ii) an exposed textured surface having a pattern of texture features. A method of manufacturing a cartridge for an ion exchange electrochemical cell comprises winding the textured, bipolar ion exchange membrane into a spiral wound membrane.

Abstract: A textured water-splitting membrane comprises an anion exchange layer abutting a cation exchange layer to form a heterogeneous water-splitting interface therebetween, and a textured surface having a pattern of texture features comprising spaced apart peaks and valleys. The membranes can also have an integral spacer on the membrane. A cartridge can be fabricated with a plurality of the membranes for use in an electrochemical cell. The electrochemical cell can be part of an electrochemical ion exchange system.

Abstract: A cartridge for an ion exchanging electrochemical cell, the cartridge comprising at least one spiral wound, textured, bipolar ion exchange membrane having (i) an anion exchange layer abutting a cation exchange layer with continuous contact between the anion exchange layer and the cation exchange layer; and (ii) an exposed textured surface having a pattern of texture features. A method of manufacturing a cartridge for an ion exchange electrochemical cell comprises winding the textured, bipolar ion exchange membrane into a spiral wound membrane.

Abstract: An electrochemical cell 102 comprises an ion exchange membrane 10 having anion and cation exchange materials. The membrane 10 can have separate anion and cation exchange layers 12, 14 that define a heterogeneous water-splitting interface therebetween. In one version, the membrane 10 has a textured surface having a pattern of texture features 26 comprising spaced apart peaks 28 and valleys 30. The membranes 10 can also have an integral spacer 80. A cartridge 100 can be fabricated with a plurality of the membranes 10 for insertion in a housing 129 of the electrochemical cell 102. The housing 129 can also have a detachable lid 96 that fits on the cartridge 100. The electrochemical cell 102 can be part of an ion controlling apparatus 120.

Abstract: An apparatus, method and computer readable medium are disclosed. In at least one embodiment, the apparatus includes a keyboard including keys, a plurality of the keys each being associated with a polysemous symbol relating to a concept represented by a Chinese radical; and a processor, to determine whether or not a plurality of symbols, associated with a plurality of selected keys, form a sequence of symbols associated with at least one Chinese character, and, in response to determining that the plurality of selected symbols form a sequence of symbols associated with at least one Chinese character, to instruct output of the at least one Chinese character. A plurality of the keys may include each of a polysemous symbol, a Chinese radical, a Chinese measure word character and a Pinyin/Bopomofo letter, each associated with one another.

Abstract: An apparatus to treat an influent solution comprising ions to obtain a selectable ion concentration in an effluent solution. The apparatus comprises an electrochemical cell comprising a housing comprising first and second electrodes. A water-splitting ion exchange membrane is between the first and second electrodes, the membrane comprising ananion exchange surface facing the first electrode, and an cation exchange surface facing the second electrode, or vice versa. The housing also has an influent solution inlet and an effluent solution outlet with a solution channel that allows influent solution to flow past both the anion and cation exchange surfaces of the water-splitting ion exchange membrane to form the effluent solution. A variable voltage supply is capable of maintaining the first and second electrodes at a plurality of different voltages during an ion exchange stage.

Abstract: An apparatus and method to treat a solution comprising ions in an ion removal step and an ion rejection step are provided. The apparatus comprises an electrochemical cell comprising a housing comprising first and second electrodes and a solution channel. A variable voltage supply is capable of maintaining the first and second electrodes at a plurality of different voltages during an ion exchange stage and a flow control device is capable of controlling the flow of solution through the channel of the cell. A controller is provided to control the voltage supply and flow control device. The ion removal step can comprise, for example, a deionization step and the ion rejection step can comprise, for example, a cell regeneration step.

Abstract: An electrode power supply for an electrochemical ion exchange cell having an ion exchange membrane between a pair of electrodes, has a voltage selector to receive an AC voltage and selectively couple the AC voltage to a voltage supply. The voltage supply produces an output voltage from the AC voltage. A zero crossing detector detects zero-crossing events in the AC voltage and produce an indication related to the zero-crossing events. The selective coupling of the voltage selector is enabled based on the indication of the zero-crossing events.

Abstract: A fluid treatment apparatus for treating a fluid comprises an electrochemical cell having fluid orifices to receive and release fluid, and a fluid passageway connecting the orifices with a water-splitting ion exchange membrane is exposed to the fluid in the passageway. First and second electrodes are positioned about the membrane. The apparatus also comprises a controller to control and operate a power supply and valve system. The power supply supplies a current to the first and second electrodes at sufficiently high current density to result in bacteriostasis, deactivation, or a reduction in the microorganisms in the fluid. The controller can also operate a set of cells to deionize fluid and regenerate the cells.

Abstract: A feedstock composition and a method of forming metal articles using powder metallurgy techniques comprise mixing metal powders and a novel aromatic binder system. The composition of the novel feedstock comprises an aromatic binder system and a metal powder. The aromatic binder system comprises an aromatic species and can further comprise lubricants, surfactants, and polymers as additives. The metal powder comprises elemental metals, metal compounds, and metal alloys, particularly for highly-reactive metals. The method of forming metal articles comprises the steps of providing and mixing the metal powder and the aromatic binder system to produce a novel feedstock. The method further comprises processing the novel feedstock into a metal article using a powder metallurgy forming technique. Metal articles formed using the present invention have an increase in carbon and oxygen contents each less than or equal to 0.2 wt % relative to the metal powder used to fabricate the article.

Abstract: A feedstock composition and a method of forming metal articles using powder metallurgy techniques comprise mixing metal powders and a novel aromatic binder system. The composition of the novel feedstock comprises an aromatic binder system and a metal powder. The aromatic binder system comprises an aromatic species and can further comprise lubricants, surfactants, and polymers as additives. The metal powder comprises elemental metals, metal compounds, and metal alloys, particularly for highly-reactive metals. The method of forming metal articles comprises the steps of providing and mixing the metal powder and the aromatic binder system to produce a novel feedstock. The method further comprises processing the novel feedstock into a metal article using a powder metallurgy forming technique. Metal articles formed using the present invention have an increase in carbon and oxygen contents each less than or equal to 0.2 wt % relative to the metal powder used to fabricate the article.

Abstract: An electrochemical cell 102 comprises an ion exchange membrane 10 having anion and cation exchange materials. The membrane 10 can have separate anion and cation exchange layers 12, 14 that define a heterogeneous water-splitting interface therebetween. In one version, the membrane 10 has a textured surface having a pattern of texture features 26 comprising spaced apart peaks 28 and valleys 30. The membranes 10 can also have an integral spacer 80. A cartridge 100 can be fabricated with a plurality of the membranes 10 for insertion in a housing 129 of the electrochemical cell 102. The housing 129 can also have a detachable lid 96 that fits on the cartridge 100. The electrochemical cell 102 can be part of an ion controlling apparatus 120.

Abstract: An object of the present invention is to provide a user interface method and a device capable of arbitrarily and efficiently performing the dialog through the speech input in an in-vehicle information service system, and a system configuration which can cope with network connection loss with a center is also provided. In addition, the present invention provides the system configuration in which access from a terminal to the center is not always performed but can be performed arbitrarily according to needs. As a terminal-side configuration, a flexible dialog management unit and a task management unit for performing application management are separated from each other. Furthermore, the terminal configuration has a four-tier structure of a user interface, dialog management, task management, and applications. In addition, means for fetching application information from the center in accordance with needs is provided.

Abstract: An electrode power supply for an electrochemical ion exchange cell has an output terminal and is capable of receiving an AC voltage and generating a DC voltage at the output terminal for electrodes of the electrochemical ion exchange cell. The electrode power supply comprises a DC voltage supply capable of producing the DC voltage having selectable voltage levels from the AC voltage, a current detector to detect the current level of the DC voltage at the output terminal, a voltage selector to select the voltage level of the DC voltage in relation to the detected current level, and a polarity selector to select the polarity of the DC voltage relative to the output terminal. In one version, a controlled power supply for the ion exchange cell has the electrode power supply and a microcontroller.

Abstract: A textured water-splitting membrane comprises an anion exchange layer abutting a cation exchange layer to form a heterogeneous water-splitting interface therebetween, and a textured surface having a pattern of texture features comprising spaced apart peaks and valleys. The membranes can also have an integral spacer on the membrane. A cartridge can be fabricated with a plurality of the membranes for use in an electrochemical cell. The electrochemical cell can be part of an electrochemical ion exchange system.

Abstract: A feedstock composition and a method of forming metal articles using powder metallurgy techniques comprise mixing metal powders and a novel aromatic binder system. The composition of the novel feedstock comprises an aromatic binder system and a metal powder. The aromatic binder system comprises an aromatic species and can further comprise lubricants, surfactants, and polymers as additives. The metal powder comprises elemental metals, metal compounds, and metal alloys, particularly for highly-reactive metals. The method of forming metal articles comprises the steps of providing and mixing the metal powder and the aromatic binder system to produce a novel feedstock. The method further comprises processing the novel feedstock into a metal article using a powder metallurgy forming technique. Metal articles formed using the present invention have an increase in carbon and oxygen contents each less than or equal to 0.2 wt % relative to the metal powder used to fabricate the article.