Abstract: A cool cluster comprises one or more transfer chambers; a plurality of process chambers connected to the one or more transfer chambers; and a computing device of the tool cluster. The computing device is to receive first measurements generated by sensors of a first process chamber during or after a process is performed within the first process chamber; determine that the first process chamber is due for maintenance based on processing the first measurements using a first trained machine learning model; after maintenance has been performed on the first process chamber, receive second measurements generated by the sensors during or after a seasoning process is performed within the first process chamber; and determine that the first process chamber is ready to be brought back into service based on processing the second measurements using a second trained machine learning model.

Abstract: Methods of forming a DRAM bit line to improve line edge roughness (LER) and lower resistance are described. The method comprises implanting an inert species into a bit line metal layer having a first grain size on a substrate to form an amorphized bit line metal layer having a second grain size smaller than the first grain size. A film stack is then deposited on the amorphized bit line metal layer. The film stack and amorphized bit line metal layer are etched to form a patterned film stack on the substrate. The patterned film stack on the substrate is thermally annealed.

Abstract: A substrate processing system comprises one or more transfer chambers; a plurality of process chambers connected to the one or more transfer chambers; and a computing device connected to each of the plurality of process chambers. The computing device is to receive first measurements generated by sensors of a first process chamber during or after a process is performed within the first process chamber; determine that the first process chamber is due for maintenance based on processing the first measurements using a first trained machine learning model; after maintenance has been performed on the first process chamber, receive second measurements generated by the sensors during or after a seasoning process is performed within the first process chamber; and determine that the first process chamber is ready to be brought back into service based on processing the second measurements using a second trained machine learning model.

Abstract: A method of patterning a substrate is provided. The method includes modifying a surface of a metal-containing layer formed over a substrate positioned in a processing region of a processing chamber by exposing the surface of the metal-containing layer to plasma effluents of a chlorine-containing gas precursor and an oxygen-containing gas precursor to form a modified surface of the metal-containing layer. The method further includes directing plasma effluents of an inert gas precursor towards the modified surface of the metal-containing layer. The plasma effluents of the inert gas precursor are directed by applying a bias voltage to a substrate support holding the substrate. The method further includes anisotropically etching the modified surface of the metal-containing layer with the plasma effluents of the inert gas precursor to form a first recess having a first sidewall in the metal-containing layer.

Abstract: A process of smoothing a top surface of a bit line metal of a memory structure to decrease resistance of a bit line stack. The process includes depositing titanium layer of approximately 30 angstroms to 50 angstroms on polysilicon layer on a substrate, depositing first titanium nitride layer of approximately 15 angstroms to approximately 40 angstroms on titanium layer, annealing substrate at a temperature of approximately 700 degrees Celsius to approximately 850 degrees Celsius, depositing second titanium nitride layer of approximately 15 angstroms to approximately 40 angstroms on first titanium nitride layer after annealing, depositing a bit line metal layer of ruthenium on second titanium nitride layer, annealing bit line metal layer at temperature of approximately 550 degrees Celsius to approximately 650 degrees Celsius, and soaking bit line metal layer in hydrogen-based ambient for approximately 3 minutes to approximately 6 minutes during annealing.

Abstract: Methods of forming memory devices are described. Some embodiments of the disclosure utilize a low temperature anneal process to reduce bottom voids and seams in low melting point, low resistance metal buried word lines. Some embodiments of the disclosure utilize a high density dielectric cap during a high temperature anneal process to reduce bottom voids in buried word lines.

Abstract: Methods of forming a DRAM bit line to improve line edge roughness (LER) and lower resistance are described. The method comprises implanting an inert species into a bit line metal layer having a first grain size on a substrate to form an amorphized bit line metal layer having a second grain size smaller than the first grain size. A film stack is then deposited on the amorphized bit line metal layer. The film stack and amorphized bit line metal layer are etched to form a patterned film stack on the substrate. The patterned film stack on the substrate is thermally annealed.

Abstract: A substrate processing system comprises one or more transfer chambers; a plurality of process chambers connected to the one or more transfer chambers; and a computing device connected to each of the plurality of process chambers. The computing device is to receive first measurements generated by sensors of a first process chamber during or after a process is performed within the first process chamber; determine that the first process chamber is due for maintenance based on processing the first measurements using a first trained machine learning model; after maintenance has been performed on the first process chamber, receive second measurements generated by the sensors during or after a seasoning process is performed within the first process chamber; and determine that the first process chamber is ready to be brought back into service based on processing the second measurements using a second trained machine learning model.

Abstract: A method of forming a multi-layer stack on a substrate comprises: processing a substrate in a first process chamber using a first deposition process to deposit a first layer of a multi-layer stack on the substrate; removing the substrate from the first process chamber; measuring a first thickness of the first layer using an optical sensor; determining, based on the first thickness of the first layer, a target second thickness for a second layer of the multi-layer stack; determining one or more process parameter values for a second deposition process that will achieve the second target thickness for the second layer; and processing the substrate in a second process chamber using the second deposition process with the one or more process parameter values to deposit the second layer of the multi-layer stack approximately having the target second thickness over the first layer.

Abstract: A substrate processing system comprises an etch chamber configured to perform an etch process on a substrate, the etch chamber comprising an optical sensor to generate one or more optical measurements of a film on the substrate during and/or after the etch process. The system further comprises a computing device operatively connected to the etch chamber, wherein the computing device is to: receive the one or more optical measurements of the film; determine, for each optical measurement of the one or more optical measurements, a film thickness of the film; determine an etch rate of the film based on the one or more optical measurements using the determined film thickness of each optical measurement of the one or more optical measurements; and determine a process parameter value of at least one process parameter for a previously performed process that was performed on the substrate based on the etch rate.

Abstract: Methods of forming a DRAM bit line to improve line edge roughness (LER) and lower resistance are described. The method comprises implanting an inert species into a bit line metal layer having a first grain size on a substrate to form an amorphized bit line metal layer having a second grain size smaller than the first grain size. A film stack is then deposited on the amorphized bit line metal layer. The film stack and amorphized bit line metal layer are etched to form a patterned film stack on the substrate. The patterned film stack on the substrate is thermally annealed.

Abstract: Methods of forming memory devices are described. Some embodiments of the disclosure utilize a low temperature anneal process to reduce bottom voids and seams in low melting point, low resistance metal buried word lines. Some embodiments of the disclosure utilize a high density dielectric cap during a high temperature anneal process to reduce bottom voids in buried word lines.

Abstract: A method of patterning a substrate is provided. The method includes modifying a surface of a metal-containing layer formed over a substrate positioned in a processing region of a processing chamber by exposing the surface of the metal-containing layer to plasma effluents of a chlorine-containing gas precursor and an oxygen-containing gas precursor to form a modified surface of the metal-containing layer. The method further includes directing plasma effluents of an inert gas precursor towards the modified surface of the metal-containing layer. The plasma effluents of the inert gas precursor are directed by applying a bias voltage to a substrate support holding the substrate. The method further includes anisotropically etching the modified surface of the metal-containing layer with the plasma effluents of the inert gas precursor to form a first recess having a first sidewall in the metal-containing layer.

Abstract: Methods of forming memory devices are described. Some embodiments of the disclosure utilize a low temperature anneal process to reduce bottom voids and seams in low melting point, low resistance metal buried word lines. Some embodiments of the disclosure utilize a high density dielectric cap during a high temperature anneal process to reduce bottom voids in buried word lines.

Abstract: A process of smoothing a top surface of a bit line metal of a memory structure to decrease resistance of a bit line stack. The process includes depositing titanium layer of approximately 30 angstroms to 50 angstroms on polysilicon layer on a substrate, depositing first titanium nitride layer of approximately 15 angstroms to approximately 40 angstroms on titanium layer, annealing substrate at a temperature of approximately 700 degrees Celsius to approximately 850 degrees Celsius, depositing second titanium nitride layer of approximately 15 angstroms to approximately 40 angstroms on first titanium nitride layer after annealing, depositing a bit line metal layer of ruthenium on second titanium nitride layer, annealing bit line metal layer at temperature of approximately 550 degrees to approximately 650 degrees, and soaking bit line metal layer in hydrogen-based ambient for approximately 3 minutes to approximately 6 minutes during annealing.

Abstract: Methods of forming a DRAM bit line to improve line edge roughness (LER) and lower resistance are described. The method comprises implanting an inert species into a bit line metal layer having a first grain size on a substrate to form an amorphized bit line metal layer having a second grain size smaller than the first grain size. A film stack is then deposited on the amorphized bit line metal layer. The film stack and amorphized bit line metal layer are etched to form a patterned film stack on the substrate. The patterned film stack on the substrate is thermally annealed.

Abstract: A process of smoothing a top surface of a bit line metal of a memory structure decreases resistance of a bit line stack. The process includes depositing a titanium layer of approximately 30 angstroms to 50 angstroms on a polysilicon layer on a substrate, depositing a first titanium nitride layer of approximately 15 angstroms to approximately 40 angstroms on the titanium layer, annealing the substrate at a temperature of approximately 700 degrees Celsius to approximately 850 degrees Celsius, depositing a second titanium nitride layer of approximately 15 angstroms to approximately 40 angstroms on the first titanium nitride layer after annealing, and depositing a bit line metal layer of ruthenium on the second titanium nitride layer.

Abstract: Methods of forming memory devices are described. Some embodiments of the disclosure utilize a low temperature anneal process to reduce bottom voids and seams in low melting point, low resistance metal buried word lines. Some embodiments of the disclosure utilize a high density dielectric cap during a high temperature anneal process to reduce bottom voids in buried word lines.

Abstract: Memory devices and methods of forming memory devices are described. The memory devices comprise a substrate with at least one film stack. The film stack comprises a polysilicon layer on the substrate; a bit line metal layer on the polysilicon layer; a cap layer on the bit line metal layer; and a hardmask on the cap layer. The memory device of some embodiments includes an optional barrier metal layer on the polysilicon layer and the bit line metal layer is on the barrier metal layer. Methods of forming electronic devices are described where one or more patterns are transferred through the films of the film stack to provide the bit line of a memory device.

Abstract: A system of generating water from the air in the most energy efficient manner is provided. The water generating apparatus uses a combination of rotating pre-loader wheels of separation materials, mechanical condensation system such as Vapor Compression Cycle (VCC), filtration and mineral addition units to create an energy efficient system for generating water from ambient air. An IoT water generating apparatus optimized through systems integration including smart controls and programming board for optimizing water production using weather and utility data for energy efficient water production from ambient air.