ADDITIVE MANUFACTURING METHOD AND APPARATUS FOR INDIVIDUALIZED POLYPILL CAPSULES USING MICRO-DOSED AND COMPACTED POWDERS
20240269951 ยท 2024-08-15
Inventors
Cpc classification
B33Y30/00
PERFORMING OPERATIONS; TRANSPORTING
B30B15/302
PERFORMING OPERATIONS; TRANSPORTING
International classification
B33Y50/02
PERFORMING OPERATIONS; TRANSPORTING
Abstract
A method and apparatus enabling additive manufacturing of individualized oral therapeutic capsule forms containing multiple medicinal ingredients, also referred to as a personalized polypill process. A process and supporting apparatus to fulfil the formulated therapy prescribed by a physician to address the medical conditions of an individual patient, furthering the practice of personalized medicine. The methods and apparatus apply to the powder forms of active pharmaceuticals, dietary supplements, and specialized chemicals, such as diagnostic inks and dyes. The methods teach the deposition of computer-controlled amounts of high-potency powder forms of active ingredients deposited in sequential layers into a single delivery form. Each active ingredient layer is sequentially deposited to a programmable dosage accurately controlled with closed-loop gravimetric sensing, enabling sub-milligram mass deposition accuracy. Cumulative doses are compacted into segregated layers of programmable density with the optional addition of an inert barrier film between each chemical entity to minimize interactions.
Claims
1. A powder deposition apparatus for capsules comprising: a powder storage including a desiccated inert gas atmosphere and powder; a buffer storage vessel; an actuator designed to replenish the buffer storage vessel; a feeder designed to load a capsule; a compaction rod actuator; at least one mass measuring sensor; a cylindrical metering sleeve assembly including a cylindrical metering sieve; an ultrasonic rotary actuator; and an inert gas inlet and pressure regulator.
2. The powder deposition apparatus of claim 1 further comprising an identification symbol, wherein the identification symbol is related to the powder.
3. The powder deposition apparatus of claim 1, wherein the buffer storage vessel includes a conical shape.
4. The powder deposition apparatus of claim 1, wherein the cylindrical metering sieve includes a plurality of apertures, wherein, when the cylindrical metering sieve is rotated via the ultrasonic rotary actuator, the plurality of apertures release particles of the powder.
5. The powder deposition apparatus of claim 1, wherein the cylindrical metering sieve is operable to apply a positive gas flow, a negative gas flow, a gas ionization, and/or a compaction force.
6. A powder deposition apparatus for capsules comprising: a gravimetric mass sensor; a buffer storage vessel including a load of powder; a deposition channel; a sieve for metering powder into the deposition channel; an airflow head designed to create positive pressure to accelerate powder flow; an ultrasonic rotary actuator connected to the metering sieve; an accumulation vessel designed to receive the powder flow from the buffer storage vessel; an actuator attached to the accumulation vessel; a bottom airflow head designed to generate negative pressure; a charge cathode; a charge sensing anode; a charge detection circuit; an optical flow sensor; a capsule alignment tube; and a capsule positioned after the alignment tube, wherein the capsule receives the flow of powder from the accumulation vessel.
7. The powder deposition apparatus of claim 6, wherein the gravimetric mass sensor further includes an inductive sensor, a capacitive sensor, or a strain sensor.
8. The powder deposition apparatus of claim 6 further configured to apply positive flow gas to a top of the powder deposition apparatus, wherein the powder in the buffer storage vessel supplies powder to the metering sieve, wherein the accumulation vessel receives the accumulated powder.
9. The powder deposition apparatus of claim 6 further configured to spray an interstitial barrier film material, wherein the powder deposition apparatus is further operable to compress the interstitial barrier film material and a deposited ingredient to create an interstitial barrier film.
10. The powder deposition apparatus of claim 9 further configured to eject the interstitial barrier film into the capsule.
11. The powder deposition apparatus of claim 6 further comprising an empty pre-formed capsule, wherein the powder deposition apparatus is configured to deposit a pre-formed barrier film on a compacted ingredient powder, wherein the powder deposition apparatus is further operable to insert the combination of the pre-formed barrier film and compacted ingredient powder into the empty pre-formed capsule.
12. The powder deposition apparatus of claim 6, wherein the powder deposition apparatus is operable to dispense, collect, and compact the powder, wherein the powder deposition apparatus is further operable to insert the compacted powder into the capsule.
13. The powder deposition apparatus of claim 6, wherein the metering sieve includes a plurality of holes, wherein the plurality of holes allow powder to flow through the metering sieve.
14. The powder deposition apparatus of claim 13, wherein the plurality of holes include a matrix pattern.
15. The powder deposition apparatus of claim 6, wherein the ultrasonic rotary actuator is designed to rotate the metering sieve.
16. The powder deposition apparatus of claim 14, wherein the ultrasonic rotary actuator is operable to control and change a range and a frequency of rotation of the metering sieve, wherein, in response to a change of the range and frequency of the metering sieve, an orifice size of the plurality of holes varies.
17. The powder deposition apparatus of claim 6 further comprising a machine learning component, a feedback component, a controller, and an output component, wherein the machine learning component is configured to analyze data corresponding to the powder, wherein the powder data includes a plurality of powder characteristics, wherein the feedback component is interfaced with the machine learning component, wherein the feedback component is operable to generate feedback corresponding to dosing and compaction, wherein the controller is interface with the feedback component, wherein the controller is configured to update dosing and compaction corresponding to the powder deposition apparatus based on the feedback generated by the feedback component, wherein the output component is interfaced with the controller, wherein the output component is operable to measure a total mass loaded by the powder deposition apparatus.
18. The powder deposition apparatus of claim 6 further comprising an indexing plate of accumulation vessels, wherein the indexing plate of accumulation vessels includes a plurality of stop positions designed to allow parallel processes of powder collection, application of interstitial barriers, and filing of compacted powder slug into a capsule.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
[0047] The previous summary and the following detailed descriptions are to be read in view of the drawings, which illustrate some (but not all) embodiments of the presently disclosed subject matter.
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DETAILED DESCRIPTION
[0068] The presently disclosed subject matter is introduced with sufficient details to provide an understanding of one or more particular embodiments of broader inventive subject matters. The descriptions expound upon and exemplify features of those embodiments without limiting the inventive subject matters to the explicitly described embodiments and features. Considerations in view of these descriptions will likely give rise to additional and similar embodiments and features without departing from the scope of the presently disclosed subject matter.
[0069] Unless defined otherwise, all technical and scientific terms used herein have the same meaning as commonly understood to one of ordinary skill in the art to which the presently disclosed subject matter pertains. Although any methods, devices, and materials similar or equivalent to those described herein can be used in the practice or testing of the presently disclosed subject matter, representative methods, devices, and materials are now described.
[0070] Following long-standing patent law convention, the terms a, an, and the refer to one or more when used in the subject specification, including the claims. Thus, for example, reference to a carrier can include a plurality of such carriers, and so forth.
[0071] Unless otherwise indicated, all numbers expressing quantities of components, conditions, and so forth used in the specification and claims are to be understood as being modified in all instances by the term about. Accordingly, unless indicated to the contrary, the numerical parameters set forth in the instant specification and attached claims are approximations that can vary depending upon the desired properties sought to be obtained by the presently disclosed subject matter.
[0072] As used herein, the term about, when referring to a value or to an amount of mass, weight, time, volume, concentration, and/or percentage can encompass variations of, in some embodiments +/?20%, in some embodiments +/?10%, in some embodiments +/?5%, in some embodiments +/?1%, in some embodiments +/?0.5%, and in some embodiments +/?0.1%, from the specified amount, as such variations are appropriate in the disclosed packages and methods.
[0073] This disclosure pertains to methods to individually dose and combine multiple active pharmaceutical ingredients (APIs) or nutritional or dietary supplement ingredients (DSI), (together Ingredients) into pre-made oral capsule forms, sometimes known as a polypill. An exemplary polypill is shown in
TABLE-US-00001 TABLE 1 Capsule Sizes, volume, and estimated fill limits (USP 24) Capsule size/Volume [ml] 000 00el 00 0el 0 1 2 3 4 5 Capsule capacity [mg] powder density 1.37 1.02 .91 .78 .68 .50 .37 .30 .21 .10 [ml] [ml] [ml] [ml] [ml] [ml] [ml] [ml] [ml] [ml] .6 [g/ml] 822 612 546 468 408 300 222 180 126 78 .8 [g/ml] 1096 816 728 624 544 400 296 240 168 104 1 [g/ml] 1370 1020 910 780 680 500 370 300 210 130
[0074] In some embodiments of implementing this method, a deposition apparatus integrates a sealed, dry powder storage compartment for a significant quantity of a single homogenous active ingredient or blend of ingredients as a homogenous powder. The storage logic is analogous to printer toner cartridges, with each cartridge containing a color of homogenous ink. The identity of the stored powder is digitally transferred to the deposition control computer. Such identification data includes the measured physical parameters of the stored powder, such as density, flowability, and compressibility, and other data as required by the deposition apparatus to adjust the closed-loop control algorithm of the deposition apparatus.
[0075] In some embodiments, as shown in
[0076] In another embodiment, the deposition apparatus includes a metering sieve and accumulator shaft as shown in
[0077] In yet another embodiment, as shown in
[0078] In one embodiment, the present invention includes a deposition apparatus designed for inert gas and electro-statically charged particle flow as illustrated in
[0079] In another embodiment, the present invention includes a deposition apparatus designed to generate an interstitial barrier film as shown in
[0080] In yet another embodiment, the present invention includes a deposition apparatus designed to insert pre-formed interstitial barrier films on top of a compressed ingredient layer as shown in
[0081] In some embodiments, the present invention includes a deposition apparatus designed to dispense powder, collect powder, compact powder, and insert powder into a capsule as shown in
[0082] The apparatus integrates the storage of homogenous ingredient powders with mechanical elements with features designed to dispense powders uniformly with similar physical properties. In a preferred embodiment, a cylindrical rigid sieve, perforated with a matrix pattern of orifice holes, was modeled and empirically tested to optimize powder flow. This cylindrical sieve is designed to meter a stream of powder filling its outer wall to the interior of the cylinder as a controllable actuator rotates the sieve. The apparent orifice size presented to the buffer powder supply can be varied by changing the range and frequency of reciprocating motion to optimize powder flow precisely. This dispensing device can achieve a broad range of flow dynamics to accommodate many powder characteristics by using an ultrasonic motion-capable electromechanical actuation of the metering sieve about its longitudinal axis. The selected orifice matrix for a given set of powder characteristics is based on a 3D flow model relating mechanical parameters such as orifice diameter and spacing with ingredient powders having a specific range of particle size distribution and flowability. This metering sieve may be manufactured to have the optimal orifice size and pattern using a 3D-printed cylinder or made with techniques such as electro-discharged machining (EDM) or laser machined perforations of a cylindrical tube.
[0083] The metered output of the sieve is controlled by an ultrasonic rotary actuator, whose motion is varied by frequency and amplitude of rotation under a machine learning feed forward algorithm. The training of the algorithm is performed by empirical experimentation to produce calibrations for each ingredient class.
[0084] An important innovation in the apparatus design is focused on accelerating the flow, and controlling the powder that is metered from the cylindrical sieve. State of the art for capsule filling systems with the capability to variable dose powders is typically a dosator device or pepper mill device. In such designs of variable powder fillers, powder flow into the capsule depends on gravity. These designs have been primarily confined to research applications, as the speed of powder filling is typically longer than 10 milligrams per second. To achieve higher flow rates, to enable powder deposition at rates up to an order of magnitude faster, this invention teaches two means to accelerate powder particle flow: (1) balanced inert gas flow between a positive flow outlet and a negative flow collector, combined with (2) an electrostatic charging of powder particles dispersed from the metering sieve to an oppositely charged target collector vessel.
[0085] The positive flow outlet in this device includes a cylindrical rod, (
[0091] Spherical particle size can characterized by one number, the diameter (or the radius). Other types of particles have a wide variety of shapes, structures and phases, thus different three-dimensional elongations. A one-dimensional size function, such as spherical equivalent diameter, chord length, particle length or particle width, is frequently used in practice. Spherical equivalent diameter is defined as the equivalent diameter of a sphere having the same physical property. The volume based spherical equivalent diameter is obtained by calculating the diameter of a sphere with the same volume as that of the particle being studied.
[0092] A balance gas flow generator between upper micro-porous plate and lower micro-porous plate with concurrent negative top plate pressure and positive bottom plate balances pressures. This element of the design creates laminar top to bottom plate flow rates that are identical. The flow rate is controlled to match the parameters of the identified powder by the device's computer controller.
[0093] A powder collection chamber (e.g., 422, 506), includes a rigid bottom acting as the negative pressure collector made of metallic micro-porous. The powder collection chamber is charged with the opposite electrical static charge to control the flow of inert gas directing the flow of dispensed powder synchronized with the inert gas flow direction,
[0094] Using in-process and real-time mass and volume measurement methods with real-time computer-controlled dispensing and compacting of each powder layer enables sub-milligram mass accuracy. The closed-loop actuation of the metering sieve mechanism receives measurements from gravimetric sensors and coulombic charged particle counter in near real-time as a feed-forward signal to modify the actuation range, frequency, and speed. The feedforward control algorithm is adapted to the ingredient parameters by machine learning on datasets from prior empirical testing of similarly characterized powders. The hardware configuration of the deposition apparatus and the control parameters enables the deposition apparatus to be applied to a broad range of powders, with a range of powder characteristics achieving high-precision deposition. This adaptive computer controls enable ingredient layers to be dispensed in increments of less than one milligram as commanded in a prescription for the composition of a polypill.
[0095] In some embodiments of the deposition apparatus, an interstitial film of inert materials is sometimes deposited or inserted as a preform between layers to prevent chemical interaction between layered ingredients. The addition of this interstitial film is not required where the active powders in adjacent layers have been shown through chemical analysis over to be non-interacting and stable over the expected or regulatory allowed beyond use periods for the end product. For those ingredients that may chemically interact or mechanically bind, the addition of an inert separation layer adds a substantial barrier. Such interior capsule barriers between ingredients may be constructed of the same materials as the gel or cellulose capsules, thereby having the same rates of dissolution in digestive tract. Other commonly used materials may be dispensed by spraying the dry compounds, after deposition of an ingredient layer, then compressing the sprayed materials to form a barrier layer. Inert ingredients approved as excipients may be used, including microcrystalline cellulose, magnesium stearate, silicon dioxide, chitosan, or dicalcium phosphate have been approved for such uses. Combination of such powders designed as sealers and binder materials for medicinal pills, such as commercial brands such as Firmapress made by LFA Machines Inc, are ideal in that once dispensed in dry form, this material forms a rigid layer when compressed. The dispensing and compression method for the interstitial film is illustrated in
[0096] The additive manufacturing sequence of operation is: [0097] 1. Bulk supply of characterized powder (CPWD) loaded into storage vessel (e.g., bulk active ingredient powder storage 202) [0098] a. Identity device loaded with parametric data for CPWD loaded [0099] b. Dispensing Apparatus (DA1) configured for CPWD [0100] c. 202 assembled to DA1 [0101] d. DA1 mounted to filling machine [0102] e. Identification Symbol 216 data transfer to DA1 computer controller and filling machine computer controller [0103] 2. Buffer loading mechanism (e.g., compaction rod actuator 210) actuated [0104] a. Buffer storage vessel 212 loading [0105] b. 412 gravimetric sensors signal mass loading in 212/404 [0106] c. 210 completes loading when target mass load reached [0107] d. Process repeats once mass load below target level detected by 412 [0108] e. 210 closes and seals the buffer storage vessel 212 [0109] 3. Dispense command for next ingredient deposit sent to metering assembly [0110] a. Sequence diagrams bulk active ingredient powder storage 302 to powder stream 414 [0111] 4. Inert gas flow initiated (
[0123] 6. Metering cylinder clearing, accumulation (
[0128] 7. Ejection of compacted ingredient [0129] a. 424 aligned axially with 426 capsule [0130] b. 418 actuator retracts bottom porous airflow head 420 bottom plate to make clearance through 424 [0131] c. Vertically actuated cylinder 306 ejects compacted ingredient, powder 416 through [0132] d. Vertically actuated cylinder 306 compresses powder 416 ingredient to commanded level in 426 [0133] e. 408/308 porous plate set to minimal positive pressure to release powder 416 [0134] f. Vertically actuated cylinder 306 retracts to top of 422 until next cycle, providing closure to metering sieve 406 [0135] g. 426 capsule moves to next ingredient deposition device
[0136] In some embodiments, as shown in
[0137] For example, and not limitation, the powder buffer storage supply and sieve 1204 includes a buffer storage vessel with a conical shape, a cylindrical metering sieve with a pattern of aperture sized to emit powder particles when rotary actuation is applied, a vertically actuated cylinder for powder movement, sieve clearing, and compaction, and a micro-porous head to apply positive or negative gas flow, gas ionization, and compaction force. At the center of the buffer storage vessel is a deposition mechanism. The deposition mechanism includes a cylindrical metering sieve with a matrix of orifices that is actuated about the long cylinder axis. The accumulator shaft is actuated vertically and concentric to the cylindrical metering sieve. The vertically actuated cylinder carries the micro-porous flow and compaction top plate which generates inert gas flow and serves to clear the sieve, accumulate the residue powder and compact the residue powder in the collection vessel at the bottom.
[0138] The deposition apparatus is operable to move between a plurality of a positions. At the first position, the porous top plate and compaction actuator assembly 1202 is designed for dispensing and compacting powder in a multi-component capsule (e.g., polypill). After the powder is dispensed and compacted, the multi-component capsule is rotated as shown by arrow 1220 to a second position 1214. In the second position 1214, the deposition apparatus can apply an interstitial barrier to the multi-component capsule (e.g., polypill). The deposition apparatus is further designed to rotate the multi-component capsule to a third position 1212. In the third position 1212, additional powder is dispensed on top of the previous dispensed powder in the multi-component capsule via the compacted powder slug ejection actuator 1210. The compacted powder slug ejection actuator 1210 is further designed to eject the multi-component capsule after the additional powder has been dispensed to the multi-component capsule. In a fourth position 1218, the deposition apparatus is cleaned.
[0139] In some embodiments, the deposition apparatus includes a gravimetric mass sensor (e.g., inductive, capacitive, strain), a buffer storage vessel, a sieve for metering powder into a deposition channel, a porous airflow head for creating positive pressure to accelerate powder flow, a powder load in the buffer storage vessel, an ultrasonic rotary actuator of sieve, a powder stream flowing into an accumulation vessel, powder accumulate collected in the accumulation vessel, an actuator for escapement of the accumulation vessel, a bottom porous airflow head for negative pressure to accelerate powder flow, the accumulation vessel and charge cathode, a capsule alignment tube, and a target capsule for filing. For example, and not limitation, the metering sieve is actuated by a controlled variable frequency ultrasonic rotary actuator. The frequency and amplitude of rotation is controlled a closed loop motion controller.
[0140] In some embodiments, the deposition apparatus includes an optical sensor, a charge anode, and a charge sensing circuit. The optical sensor is designed to detect and monitor flow of powder in real-time or near real-time. For example, and not limitation, the optical sensor includes a Flow Watch sensor from Medicoat, which is herein incorporated by reference in its entirety. The optical sensor senses charged particle transfer, and net mass change signal is monitored in combination with at least one gravimetric sensor. The deposition apparatus is designed to calculated ingredient mass using parametric data. Powder released from a metering sieve is accelerated by gas flow and electrostatic charge and accumulates in capsule. The optical sensor is further operable to detect flow interruptions and/or flow pulsations. Advantageously, this enables the deposition apparatus to determine when a desired amount or threshold of powder has been transferred.
[0141] In some embodiments, the deposition apparatus designed for inert gas and electro-statically charged particle flow. For example, and not limitation, the deposition apparatus includes a positive flow inert gas element and electrostatic charge electrode, a powder in a conical buffer feeder supplying a cylindrical metering sieve, a powder collection vessel for accumulating powder flow, and a negative flow collector and particle charge sink. For further example, and not limitation, the deposition apparatus includes the use of microporous materials at top and bottom of the cylindrical metering sieve, powder flow is amplified with positive pressure from top plunger element and negative pressure at the bottom of the collection chamber. Powder collection chamber includes a bottom metallic microporous receiver surface with the opposite electrical static charge to control the flow of inert gas directing the flow of dispensed powder driven by the inert gas flow direction, Powder flow rate is amplified by positive pressure from top plunger plate and negative pressure at the bottom plate of the collection chamber.
[0142] In some embodiments, the deposition apparatus is designed to generate an interstitial barrier film. For example, and not limitation, the deposition apparatus is designed to dispense the barrier film materials via a sprayer, compress the barrier film and deposited ingredient, and eject the deposited ingredient and barrier layer into a preformed capsule body. An interstitial film is dispensed as a composite powder and compressed between layers of ingredients to create a barrier.
[0143] In some embodiments, the deposition apparatus is designed to insert pre-formed interstitial barrier films on top of a compressed ingredient layer. The deposition apparatus can include a preformed index tape including empty preforms, ready to insert preforms, and empty position of used pre-formed films. The deposition apparatus further includes a pre-form inserted on top of compacted ingredient powders and an indexing actuator to move the preformed index tape to a second position. The deposition apparatus further includes a compacted ingredient powder layer.
[0144] In some embodiments, the deposition apparatus is designed to dispense powder, collect powder, compact powder, and insert powder into a capsule. The deposition apparatus is designed for a sequence of powder dispensing including: (1) metering sieve actuated in rotation to dispense powder from buffer storage, (2) powder collected into a chamber by a vertical stroke of top plunger element, (3) top plunger compacts powder to minimum volume with force estimation from vertical actuator current and position, and (4) collection chamber bottom actuated to open the portal, then top plunger inserts compacted powder, and in some embodiments the interstitial barrier film, into target capsule.
[0145] The deposition apparatus integrates the storage of homogenous ingredient powders with mechanical elements with features designed to dispense powders uniformly with similar physical properties. In some embodiments, a cylindrical rigid sieve, perforated with a matrix pattern of orifice holes, was modeled and empirically tested to optimize powder flow. This cylindrical sieve is designed to meter a stream of powder filling its outer wall to the interior of the cylinder as a controllable actuator rotates the sieve. The apparent orifice size presented to the buffer powder supply can be varied by changing the range and frequency of reciprocating motion to optimize powder flow precisely. This dispensing device can achieve a broad range of flow dynamics to accommodate many powder characteristics by using an ultrasonic motion-capable electromechanical actuation of the metering sieve about its longitudinal axis. The selected orifice matrix for a given set of powder characteristics is based on a 3D flow model relating mechanical parameters such as orifice diameter and spacing with ingredient powders having a specific range of particle size distribution and flowability. This metering sieve may be manufactured to have the optimal orifice size and pattern using a 3D-printed cylinder or made with techniques such as electro-discharged machining (EDM) of a cylindrical tube.
[0146] The metered output of the sieve is controlled by an ultrasonic rotary actuator, whose motion is varied by frequency and amplitude of rotation under a machine learning feed forward algorithm. The training of the algorithm is performed by empirical experimentation to produce calibrations for each ingredient class.
[0147] An important innovation in the deposition apparatus design is focused on accelerating the flow, and controlling the powder that is metered from the cylindrical sieve. State of the art for capsule filling systems with the capability to variable dose powders is typically a dosator device or pepper mill device. In such designs of variable powder fillers, powder flow into the capsule depends on gravity. These designs have been primarily confined to research applications, as the speed of powder filling is typically longer than 10 milligrams per second. To achieve higher flow rates, to enable powder deposition at rates up to an order of magnitude faster, the deposition apparatus includes at least two means to accelerate powder particle flow: (1) balanced inert gas flow between a positive flow outlet and a negative flow collector, combined with (2) an electrostatic charging of powder particles dispersed from the metering sieve to an oppositely charged target collector vessel. In some embodiments, the deposition apparatus is designed to achieve a powder flow rate of at least 150 mg/sec. In some embodiments, the deposition apparatus is designed to achieve a powder flow of between about 150 mg/sec and about 200 mg/sec.
[0148] In some embodiments, an interstitial film of inert materials is sometimes deposited or inserted as a preform between layers to prevent chemical interaction between layered ingredients. The addition of this interstitial film is not required where the active powders in adjacent layers have been shown through chemical analysis over to be non-interacting and stable over the expected or regulatory allowed beyond use periods for the end product. For those ingredients that may chemically interact or mechanically bind, the addition of an inert separation layer adds a substantial barrier. Such interior capsule barriers between ingredients may be constructed of the same materials as the gel or cellulose capsules, thereby having the same rates of dissolution in digestive tract. Other commonly used materials may be dispensed by spraying the dry compounds, after deposition of an ingredient layer, then compressing the sprayed materials to form a barrier layer. Inert ingredients approved as excipients may be used, including microcrystalline cellulose, magnesium stearate, silicon dioxide, chitosan, or dicalcium phosphate have been approved for such uses. Combination of such powders designed as sealers and binder materials for medicinal pills, such as commercial brands such as Firmapress made by LFA Machines Inc, are ideal in that once dispensed in dry form, this material forms a rigid layer when compressed.
[0149] By way of example, and not limitation, the deposition apparatus includes a controller for controlling the operations (e.g., sensor monitoring, capsule filling, capsule compacting) of the deposition apparatus. The controller may be a general-purpose microprocessor (e.g., a central processing unit (CPU)), a graphics processing unit (GPU), a microcontroller, a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), a Field Programmable Gate Array (FPGA), a Programmable Logic Device (PLD), a state machine, gated or transistor logic, discrete hardware components, or any other suitable entity or combinations thereof that can perform calculations, process instructions for execution, and/or other manipulations of information.
[0150] In some embodiments, multiple processors and/or multiple buses may be used, as appropriate, along with multiple memories of multiple types (e.g., a combination of a DSP and a microprocessor, a plurality of microprocessors, one or more microprocessors in conjunction with a DSP core).
[0151] Also, multiple computing devices may be connected, with each device providing portions of the necessary operations (e.g., a server bank, a group of blade servers, or a multi-processor system). Alternatively, some steps or methods may be performed by circuitry that is specific to a given function. According to various embodiments, the computer system may operate in a networked environment using logical connections to local and/or remote computing devices through a network. A computing device may connect to a network through a network interface unit connected to a bus. Computing devices may communicate communication media through wired networks, direct-wired connections or wirelessly, such as acoustic, RF, or infrared, through an antenna in communication with the network antenna and the network interface unit, which may include digital signal processing circuitry when necessary. The network interface unit may provide for communications under various modes or protocols.
[0152] Aspects of the present invention may be implemented as a system, method or computer program product. They may be implemented as an entirely hardware embodiment, an entirely software embodiment (including firmware, resident software, micro-code, etc.) or an embodiment combining software and hardware aspects that may all generally be referred to herein as a circuit, module or system. Aspects of the present invention may be implemented as a computer program product embodied in one or more computer-readable medium(s) storing computer-readable program code. The terms machine-readable medium and machine-readable storage medium may include a single medium or multiple media (e.g., a centralized or distributed database, and/or associated caches and servers) that store one or more sets of instructions. These terms may include any medium that is capable of storing, encoding or carrying a set of instructions for execution by the machine and that cause the machine to perform any one or more of the methodologies of the presently disclosed technique and innovation.
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[0154] The server application 1502 is configured to communicate over a network 1508. In a preferred embodiment, the network 1508 is the Internet. In other embodiments, the network 1508 may be restricted to a private local area network (LAN) and/or private wide area network (WAN). The network 1508 provides connectivity with a plurality of client devices including a personal computer 1510 hosting a client application 1512, a mobile device 1514 hosting a mobile app 1516. The network 1508 also provides connectivity for an Internet-Of-Things (IoT) device 1518 hosting an IoT application 1520, and to back-end services 1522. Advantageously, the back-end services are operable to communicate with third-party application programming interfaces (APIs) to either provide or receive data that can be used by the system to provide recommendations. Third-party applications provide algorithms for analysis of data. The back-end services may provide data gathered within the deposition apparatus system through the third-party APIs and receives results from the algorithms provided back to the back-end services to provide further recommendations or take further actions within the deposition apparatus and related systems.
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[0156] The processor 1602 may be a multi-core server class processor suitable for hardware virtualization. The processor 1602 may support at least a 64-bit architecture and a single instruction multiple data (SIMD) instruction set. The memory 1604 may include a combination of volatile memory (e.g., random access memory) and non-volatile memory (e.g., flash memory). The database 1606 may include one or more hard drives.
[0157] The datacenter network interface 1608 may provide one or more high-speed communication ports to the data center switches, routers, and/or network storage appliances. The datacenter network interface may include high-speed optical Ethernet, InfiniBand (IB), Internet Small Computer System Interface iSCSI, and/or Fibre Channel interfaces. The administration UI may support local and/or remote configuration of the server by a data center administrator.
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[0159] The network interface 1710 may be a wired Ethernet interface or a Wi-Fi interface. The personal computer 1510 may be configured to access remote memory (e.g., network storage and/or cloud storage) via the network interface 1710. The UI 1708 may include a keyboard, and a pointing device (e.g., mouse). The display 1706 may be an external display (e.g., computer monitor) or internal display (e.g., laptop). In some embodiments, the personal computer 1510 may be a smart TV. In other embodiments, the display 1706 may include a holographic projector.
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[0161] In some embodiments, the processor 1802 may be a mobile processor such as the Qualcomm? Snapdragon? mobile processor. The memory 1804 may include a combination of volatile memory (e.g., random access memory) and non-volatile memory (e.g., flash memory). The memory 1804 may be partially integrated with the processor 1802. The UI 1806 and display 1808 may be integrated such as a touchpad display. The WAN radios 1810 may include 2G, 3G, 4G, and/or 5G technologies. The LAN radios 1812 may include Wi-Fi technologies such as 802.11a, 802.11b/g/n, and/or 802.11ac circuitry. The PAN radios 1814 may include Bluetooth? technologies.
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[0163] Any combination of one or more computer-readable medium(s) may be utilized. The computer-readable medium may be a computer-readable signal medium or a computer-readable storage medium (such as non-transitory computer-readable storage media). A computer-readable storage medium may be, for example, but not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any suitable combination of the foregoing. More specific examples (a non-exhaustive list) of the computer readable storage medium would include the following: an electrical connection having one or more wires, a portable computer diskette, a hard disk, a random access memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or Flash memory), an optical fiber, a portable compact disc read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing. In the context of this document, a computer readable storage medium may be any tangible medium that can contain or store a program for use by or in connection with an instruction execution system, apparatus, or device.
[0164] A computer-readable signal medium may include a propagated data signal with computer readable program code embodied therein, for example, in baseband or as part of a carrier wave. Such a propagated signal may take any of a variety of forms, including, but not limited to, electro-magnetic, optical, or any suitable combination thereof. A computer readable signal medium may be any computer readable medium that is not a computer readable storage medium and that can communicate, propagate, or transport a program for use by or in connection with an instruction execution system, apparatus, or device.
[0165] Program code embodied on a computer readable medium may be transmitted using any appropriate medium, including but not limited to wireless, wireline, optical fiber cable, RF, etc., or any suitable combination of the foregoing.
[0166] Computer program code for carrying out operations for aspects of the present invention may be written in any combination of one or more programming languages, including object oriented and/or procedural programming languages. Programming languages may include, but are not limited to: Ruby?, JavaScript?, Java?, Python?, PHP, C, C++, C #, Objective-C?, Go?, Scala?, Swift?, Kotlin?, OCaml?, or the like. The program code may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer, and partly on a remote computer or entirely on the remote computer or server. In the latter situation scenario, the remote computer may be connected to the user's computer through any type of network, including a local area network (LAN) or a wide area network (WAN), or the connection may be made to an external computer (for example, through the Internet using an Internet Service Provider).
[0167] Aspects of the present invention are described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems) and computer program products according to embodiments of the invention. It will be understood that each block of the flowchart illustrations and/or block diagrams, and combinations of blocks in the flowchart illustrations and/or block diagrams, can be implemented by computer program instructions.
[0168] These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions/acts specified in the flowchart and/or block diagram block or blocks.
[0169] These computer program instructions may also be stored in a computer readable medium that can direct a computer, other programmable data processing apparatus, or other devices to function in a particular manner, such that the instructions stored in the computer readable medium produce an article of manufacture including instructions which implement the function/act specified in the flowchart and/or block diagram block or blocks.
[0170] The computer program instructions may also be loaded onto a computer, other programmable data processing apparatus, or other devices to cause a series of operational steps to be performed on the computer, other programmable apparatus or other devices to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide processes for implementing the functions/acts specified in the flowchart and/or block diagram block or blocks.
[0171] The flowchart and block diagrams in the figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods and computer program products according to various embodiments of the present invention. In this regard, each block in the flowchart or block diagrams may represent a module, segment, or portion of code, which comprises one or more executable instructions for implementing the specified logical function(s). It should also be noted, in some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. It will also be noted that each block of the block diagrams and/or flowchart illustration, and combinations of blocks in the block diagrams and/or flowchart illustration, can be implemented by special purpose hardware-based systems that perform the specified functions or acts, or combinations of special purpose hardware and computer instructions.
[0172] The corresponding structures, materials, acts, and equivalents of all means or step plus function elements in the claims below are intended to include any structure, material, or act for performing the function in combination with other claimed elements as specifically claimed.
[0173] Particular embodiments and features have been described with reference to the drawings. It is to be understood that these descriptions are not limited to any single embodiment or any particular set of features, and that similar embodiments and features may arise or modifications and additions may be made without departing from the scope of these descriptions and the spirit of the appended claims.
[0174] These and other changes can be made to the disclosure in light of the above Detailed Description. While the above description describes certain embodiments of the disclosure, and describes the best mode contemplated, no matter how detailed the above appears in text, the teachings can be practiced in many ways. Details of the system may vary considerably in its implementation details, while still being encompassed by the subject matter disclosed herein. As noted above, particular terminology used when describing certain features or aspects of the disclosure should not be taken to imply that the terminology is being redefined herein to be restricted to any specific characteristics, features, or aspects of the disclosure with which that terminology is associated. In general, the terms used in the following claims should not be construed to limit the disclosure to the specific embodiments disclosed in the specification, unless the above Detailed Description section explicitly defines such terms. Accordingly, the actual scope of the disclosure encompasses not only the disclosed embodiments, but also all equivalent ways of practicing or implementing the disclosure under the claims.