A hollow fiber membrane bundle configured to be used in an artificial lung and comprised of integrated hollow fiber membranes 31 has hollow portions through which a fluid passes. The hollow fiber membrane bundle is shaped as a cylinder body. In addition, the hollow fiber membrane 31 is tilted with respect to a central axis O of the cylinder body, is wound around the central axis O of the cylinder body, and satisfies the following conditions. An inner diameter d.sub.1 of the hollow fiber membrane 31 is equal to or smaller than 150 m, a tilt angle with respect to the central axis O of the cylinder body of the hollow fiber membrane 31 is equal to or smaller than 60, and a ratio D.sub.1/L of an outer diameter D.sub.1 of the cylinder body to a length L of the cylinder body is equal to or greater than 0.4.

A filter device includes one or more filter membranes, and a filter housing enclosing the one or more filter membranes. Each of the filter membranes includes a base membrane made of a ceramic material, and a plurality of through holes. The base membrane is coated with a coating material.

Apparatus and processes for controlling a reverse osmosis system for water desalination to reduce energy consumption. The system has a controller configured to receive information from the sensor array and determine a fouling parameter for each reverse-osmosis stage based on one or more of: an A-Value, a B-value and a normalized differential pressure. The controller is then configured to control the flow through each of the reverse-osmosis assemblies based on the determined fouling parameters to meet a predetermined criterion for total permeate production for the reverse-osmosis system.

A reciprocating concentration system includes: a gas output device, first and second liquid accommodating tanks, a selection device, first and second liquid sensors and a computing control device. The gas output device is controlled to output pushing gas through a first gas channel or a second gas channel. The first liquid accommodating tank is in communication with the first gas channel. The second liquid accommodating tank is in communication with the second gas channel. The selection device is in communication with the first liquid accommodating tank and the second liquid accommodating tank through a first liquid channel and a second liquid channel, respectively, and has a filtered liquid outlet. The first liquid sensor and the second liquid sensor are disposed at the first liquid channel and the second liquid channel, respectively. The computing control device is connected to the gas output device and the first and the second liquid sensors.

A reverse osmosis system includes a first conductivity sensor for measuring electrical conductivity of water supplied to the reverse osmosis system, and a second conductivity sensor for measuring electrical conductivity of a permeate produced by the reverse osmosis system. The system also includes an AI unit designed to use a statistical model for calculating and accordingly setting a proportion of a concentrate produced by the reverse osmosis system that is to be recirculated according to the measured electrical conductivity of the water supplied to the reverse osmosis system, and according to the measured electrical conductivity of the permeate produced by the reverse osmosis system. The statistical model can be trained with training data.

In some aspects thereof, the present invention discloses automated filtration systems integrating machine vision for monitoring and control. The system apparatus employs cameras to capture continuous images of interconnected fluid containers, tubes, and filtration devices, these visuals are processed through neural network models tailored for mapping critical parameters such as fluid liquid level, volume, turbidity, color, and leak detection. This multidimensional perception enables real-time control and regulation of the system components, such as pumps and valves, establishing a closed-loop system for the precise control of pressures, flow rates, and liquid transfers essential for efficient operational cycles. Configurable analytics, automated diagnostics, and data offloading enhance process ruggedization, minimizing manual intervention.

A cleaning-in-place method for cleaning a membrane filter module, the membrane filter module including a membrane having a feed side and a permeate side and being configured to filter a fluid passing through the membrane from the feed side to the permeate side; wherein the method comprises performing a sequence of process cycles, the sequence comprising at least one monitored process cycle, the monitored process cycle comprising: providing a flow of a liquid through the membrane and/or across the feed side of the membrane; monitoring at least one hydraulic parameter associated with the provided flow of the liquid; and terminating the flow of the liquid, when the at least one monitored hydraulic parameter meets a predetermined cycle completion criterion.

A substrate processing apparatus includes: a collection tank storing a mixed fluid containing water and an organic solvent; a dewaterer disposed in a pipe connected to the collection tank, and including a separation membrane allowing the water to pass through and does not allow the organic solvent to pass through; a separation pipe which is connected to the dewaterer and into which separated water that has passed through the separation membrane flows; a concentration monitoring sensor measuring a concentration of the organic solvent contained in the separated water; a shut-off valve disposed in the separation pipe, and shutting off a flow of the separated water when the shut-off valve is in a closed state; and a controller closing the shut-off valve when the concentration of the organic solvent measured by the concentration monitoring sensor exceeds a safe concentration lower than a lower explosion limit of the organic solvent.

Methods, apparatuses, and systems associated with a sample testing device are provided. For example, an example sample testing device may include a substrate layer defining a bottom surface of the sample testing device, as well as a waveguide disposed on the substrate layer and includes at least one reference channel and at least one sample channel.

Methods, apparatuses, and systems associated with a sample testing device are provided. For example, an example sample testing device may include a substrate layer defining a bottom surface of the sample testing device, as well as a waveguide disposed on the substrate layer and includes at least one reference channel and at least one sample channel.