Abstract: A method of modifying or controlling a highway traffic system may include training a machine learning model using historical traffic data corresponding to a roadway traffic system in which the historical traffic data is indicative of traffic patterns over a historical time interval. The method may include obtaining, by the machine learning model, traffic data corresponding to the roadway traffic system and determining a probability of traffic congestion occurrence based on the obtained traffic data corresponding to the roadway traffic system. The method may include comparing the probability of traffic congestion occurrence to a traffic control probability threshold, and responsive to the probability of traffic congestion exceeding the traffic control probability threshold, adjusting operations associated with one or more traffic controls that correspond to the roadway traffic system.

Abstract: A microplate reader and method has at least one measuring device and a holding device for accommodating at least one microplate and for positioning samples-containing wells of microplates in relation to the measuring device. The at least one measuring device is used for detecting light emitted by samples in wells of a microplate and/or which is influenced by samples transilluminated by light in the wells. The microplate reader has a control unit for controlling the composition of a gas atmosphere surrounding the wells containing the samples. A respective use is characterized particularly in that living cells are measured in a controlled gas atmosphere, wherein the living cells are chosen from microaerophilic, optionally anaerobic and obligatorily anaerobic microorganisms as well as fungi and eukaryotic cells.

Abstract: A microplate reader and method has at least one measuring device and a holding device for accommodating at least one microplate and for positioning samples-containing wells of microplates in relation to the measuring device. The at least one measuring device is used for detecting light emitted by samples in wells of a microplate and/or which is influenced by samples transilluminated by light in the wells. The microplate reader has a control unit for controlling the composition of a gas atmosphere surrounding the wells containing the samples. A respective use is characterized particularly in that living cells are measured in a controlled gas atmosphere, wherein the living cells are chosen from microaerophilic, optionally anaerobic and obligatorily anaerobic microorganisms as well as fungi and eukaryotic cells.

Abstract: Relates to a measuring apparatus (4) and corresponding methods carried out in e.g. hybridization systems for determining fluid parameters provided by a laboratory system (1). The measuring apparatus (4) comprises a measuring unit (5) and a processing unit (6) for determining the fluid parameters provided by the laboratory system (1) and the measuring unit (5) is accomplished to be able to be integrated into this laboratory system (1). The measuring apparatus (4) according to the invention is characterised in that the measuring unit (5) comprises a measuring block (15) without a reaction room (34) and at least one sensor (17). The measuring block (15) comprises hollow spaces (16) for receiving or guiding fluids (13) provided by the laboratory system (1). The at least one sensor (17) is arranged, for determining physical and/or chemical parameters of fluids (13) located in the hollow spaces (16), on or in fluidic operative connection with these hollow spaces (16) of the measuring block (15).