Process monitoring and control for lyophilization using a wireless sensor network
A system to monitor and control a lyophilization process using a wireless network is disclosed which includes one or more wireless pressure and gas temperature sensors adapted to provide pressure and gas temperature measurements of the ambient environment, a lyophilization chamber, wherein the one or more wireless pressure sensors are distributed in one or more lyophilization vial trays, a vacuum pump, adapted to change the pressure with the lyophilization chamber, a heat exchanger adapted to modify temperature within the lyophilization chamber, and a controller adapted to collect pressure and gas temperature data from the one or more wireless pressure and gas temperature sensors, calculate sublimation rate of a product to be lyophilized using the collected pressure and gas temperature data, and adjust one or both of pressure and temperature within the lyophilization chamber such that the calculated sublimation rate stays within a predetermined envelope.
1. A system to monitor and control a lyophilization process using a wireless network, comprising:
one or more wireless pressure and gas temperature sensors, each comprising:
a housing fluidly coupled to ambient environment of the housing,
a power supply disposed in the housing,
an electronics module, electrically coupled to the power supply, the electronics module comprising a microcontroller and a wireless transceiver,
a pressure sensor coupled to the electronics module and adapted to provide pressure and gas temperature measurements of the ambient environment of the housing;
a lyophilization chamber having one or more lyophilization vial trays, wherein the one or more wireless pressure and gas temperature sensors are distributed in the one or more lyophilization vial trays;
a vacuum pump, adapted to change pressure within the lyophilization chamber;
a heat exchanger adapted to modify temperature within the lyophilization chamber; and
a controller adapted to:
collect pressure and gas temperature data from the one or more wireless pressure and gas temperature sensors,
calculate sublimation rate of a product to be lyophilized using the collected pressure and gas temperature data, and
adjust one or both of the pressure and temperature within the lyophilization chamber such that the calculated sublimation rate stays within a predetermined envelope.
2. The system according to claim 1 , wherein each of the one or more wireless pressure and gas temperature sensors includes a micro electromechanical sensor Pirani gauge and resistance thermometer.
3. The system according to claim 1 , the electronics module further comprising a reference measurement circuit including one or more comparators adapted to provide a digital output representing ambient pressure of the housing.
4. The system according to claim 1 , the wireless transceiver adapted to communicate output of the one or more wireless pressure and gas temperature sensors to an external system.
5. The system according to claim 1 , wherein the controller calculates the sublimation rate by:
applying an initial predetermined boundary condition of a channel representing space adjacent the one or more lyophilization vial trays within the lyophilization chamber;
iteratively minimizing a penalty function associated with difference between calculated and the collected pressure data, including:
computing pressure and gas temperature information at distributed positions of the one or more wireless pressure and gas temperature sensors,
calculating difference between the computed pressure information and the collected pressure data,
calculating the penalty function based on the calculated difference between the computed pressure information and the collected pressure data and an associated boundary condition,
determining a new boundary condition which causes reduction of the calculated penalty function and recalculating the penalty function based on the new boundary condition until the penalty function is minimized; and
calculating the sublimation rate by applying the boundary condition associated with the minimized penalty function.
6. A system to monitor and control a lyophilization process using a wireless network, comprising:
one or more wireless pressure and gas temperature sensors, each comprising:
a housing fluidly coupled to ambient environment of the housing,
a power supply disposed in the housing,
an electronics module, electrically coupled to the power supply, the electronics module comprising a microcontroller and a wireless transceiver,
a pressure sensor coupled to the electronics module and adapted to provide pressure and gas temperature measurements of the ambient environment of the housing;
a lyophilization chamber having one or more lyophilization vial trays, wherein the one or more wireless pressure and gas temperature sensors are distributed in the one or more lyophilization vial trays;
a vacuum pump, adapted to change pressure within the lyophilization chamber;
a heat exchanger adapted to modify temperature within the lyophilization chamber; and
a controller adapted to:
collect pressure and gas temperature data from the one or more wireless pressure and gas temperature sensors,
calculate sublimation rate of a product to be lyophilized using the collected pressure and gas temperature data, and
remove a solvent from the product based on the calculated sublimation rate.
7. The system according to claim 6 , wherein each of the one or more wireless pressure and gas temperature sensors is includes a micro electromechanical sensor Pirani gauge and resistance thermometer.
8. The system according to claim 6 , the electronics module further comprising a reference measurement circuit including one or more comparators adapted to provide a digital output representing ambient pressure of the housing.
9. The system according to claim 6 , the wireless transceiver adapted to communicate output of the one or more wireless pressure and gas temperature sensors to an external system.
10. The system according to claim 6 , wherein the controller calculates the sublimation rate by:
applying an initial predetermined boundary condition of a channel representing space adjacent the one or more lyophilization vial trays within the lyophilization chamber;
iteratively minimizing a penalty function associated with difference between calculated and the collected pressure data, including:
computing pressure and gas temperature information at distributed positions of the one or more wireless pressure and gas temperature sensors,
calculating difference between the computed pressure information and the collected pressure data,
calculating the penalty function based on the calculated difference between the computed pressure information and the collected pressure data and an associated boundary condition,
determining a new boundary condition which causes reduction of the calculated penalty function and recalculating the penalty function based on the new boundary condition until the penalty function is minimized; and
calculating the sublimation rate by applying the boundary condition associated with the minimized penalty function.