Abstract: A computer-implemented method for trajectory prediction. The method includes: receiving trajectory data of motion trajectories of road users arranged in a surrounding area of the ego vehicle by a prediction module, wherein the trajectory data are arranged in a graph representation; receiving map data of a map representation mapping the surrounding area of the ego vehicle by the prediction module; generating an interaction graph representation for the plurality of road users based on the trajectory data of the road users and roadway location information of the map representation by the prediction module; and predicting a future motion trajectory to be executed for at least one other road user based on the trajectory data, the map data, and the interaction graph representation of the road users by the prediction module.

Abstract: Computer-implemented methods and apparatuses for assigning or attributing at least one environmental attribute associated with input material(s) to target material(s), wherein the target material(s) are produced by a chemical production network using at least one of the input materials).

Abstract: Disclosed are systems for producing a nitrogen containing chemical associated with a digital asset, methods for producing a nitrogen containing chemical associated with a digital asset, apparatuses for generating a digital asset, computer-implemented methods for generating a chemical passport, computer program elements for generating a digital asset, uses of a nitrogen containing chemical associated with a digital asset, uses of a digital asset, products produced from the nitrogen containing chemical and associated with a digital asset, a digital asset including one or more decentral identifier(s) and data related to the environmental impact data, apparatuses for producing a product associated with the digital asset and methods for producing a product associated with the digital asset.

Abstract: Disclosed are systems for producing an unsaturated compound associated with a digital asset, methods for producing an unsaturated compound associated with a digital asset, apparatuses for generating a digital asset, computer-implemented methods for generating a chemical passport, computer program elements for generating a digital asset, uses of an unsaturated compound associated with a digital asset, uses of a digital asset, products produced from the unsaturated compound and associated with a digital asset, a digital asset including one or more decentral identifier(s) and data related to the environmental impact data, apparatuses for producing a product associated with the digital asset and methods for producing a product associated with the digital asset.

Abstract: Disclosed are systems for producing a CO compound associated with a digital asset, methods for producing a CO compound associated with a digital asset, apparatuses for generating a digital asset, computer-implemented methods for generating a chemical passport, computer program elements for generating a digital asset, uses of a CO compound associated with a digital asset, uses of a digital asset, products produced from the CO compound and associated with a digital asset, a digital asset including one or more decentral identifier(s) and data related to the environmental impact data, apparatuses for producing a product associated with the digital asset and methods for producing a product associated with the digital asset.

Abstract: Disclosed are systems for producing an amino resin composition associated with a digital asset, methods for producing an amino resin composition associated with a digital asset, apparatuses for generating a digital asset, computer-implemented methods for generating a chemical pass-port, computer program elements for generating a digital asset, uses of an amino resin composition associated with a digital asset, uses of a digital asset, products produced from the amino resin composition and associated with a digital asset, a digital asset including one or more de-central identifier(s) and data related to the environmental impact data, apparatuses for producing a product associated with the digital asset and methods for producing a product associated with the digital asset.

Abstract: A system produces a machine fluid associated with a machine fluid passport or digital asset and/or a polyisobutene associated with a polyisobutene passport or digital asset. The system includes a chemical production network configured to produce the machine fluid and/or the polyisobutene from one or more input materials through one or more chemical processes associated with one or more environmental attributes. A production operating apparatus is configured to generate the machine fluid and/or polyisobutene passport or digital asset. The chemical production network, or a chemical production system, is configured to provide the machine fluid and/or the polyisobutene in association with the machine fluid and/or the polyisobutene passport or digital asset. Further methods produce the machine fluid and/or the polyisobutene and the passport or digital asset. The machine fluid and the digital asset are provided.

Abstract: Disclosed are systems for producing an output material associated with a digital asset, methods for producing an output material associated with a digital asset, apparatuses for generating a digital asset, computer-implemented methods for generating a chemical passport, computer program elements for generating a digital asset, uses of an output material associated with a digital asset, uses of a digital asset, products produced from the output material and associated with a digital asset, a digital asset including one or more decentral identifier(s) and data related to the environmental impact data, apparatuses for producing a product associated with the digital asset and methods for producing a product associated with the digital asset.

Abstract: Disclosed are systems for producing a specific chemical product associated with a digital asset, methods for producing a specific chemical product associated with a digital asset, apparatuses for generating a digital asset, computer-implemented methods for generating a chemical pass-port, computer program elements for generating a digital asset, uses of a specific chemical product associated with a digital asset, uses of a digital asset, products produced from the spe-cific chemical product and associated with a digital asset, a digital asset including one or more decentral identifier(s) and data related to the environmental impact data, apparatuses for pro-ducing a product associated with the digital asset and methods for producing a product associ-ated with the digital asset.

Abstract: Disclosed are systems for producing a polyamide composition associated with a digital asset, methods for producing a polyamide composition associated with a digital asset, apparatuses for generating a digital asset, computer-implemented methods for generating a chemical passport, computer program elements for generating a digital asset, uses of a polyamide composition associated with a digital asset, uses of a digital asset, products produced from the polyamide composition and associated with a digital asset, a digital asset including one or more decentral identifier(s) and data related to the environmental impact data, apparatuses for producing a product associated with the digital asset and methods for producing a product associated with the digital asset.

Abstract: Disclosed are systems for producing a curable composition associated with a digital asset, methods for producing a curable composition associated with a digital asset, apparatuses for generating a digital asset, computer-implemented methods for generating a chemical passport, computer program elements for generating a digital asset, uses of a curable composition associated with a digital asset, uses of a digital asset, products produced from a curable composition and associated with a digital asset, a digital asset including one or more decentral identifier(s) and data related to the environmental impact data and apparatuses for producing a product associated with the digital asset and methods for producing a product associated with the digital asset.

Abstract: Disclosed are systems for producing a cosmetic ingredient associated with a digital asset, methods for producing a cosmetic ingredient associated with a digital asset, apparatuses for generating a digital asset, computer-implemented methods for generating a chemical passport, computer program elements for generating a digital asset, uses of a cosmetic ingredient associated with a digital asset, uses of a digital asset, products produced from the cosmetic ingredient and associated with a digital asset, a digital asset including one or more decentral identifier(s) and data related to the environmental impact data, apparatuses for producing a product associated with the digital asset and methods for producing a product associated with the digital asset.

Abstract: Described herein are systems for producing an aqueous polymeric composition associated with a digital asset, methods for producing an aqueous polymeric composition associated with a digital asset, apparatuses for generating a digital asset, computer-implemented methods for generating a chemical passport, computer program elements for generating a digital asset, uses of an aqueous polymeric composition associated with a digital asset, uses of a digital asset, products produced from the aqueous polymeric composition and associated with a digital asset, a digital asset including one or more decentral identifier(s) and data related to the environmental impact data, apparatuses for producing a product associated with the digital asset and methods for producing a product associated with the digital asset.

Abstract: A method for predicting the behavior of at least one road user in a traffic situation. The method includes: obtaining a graph representation of the traffic situation, wherein nodes represent road users, edges represent interactions between the road users and define an adjacency between road users, each node is associated with a state, and each edge is associated with edge attributes; computing an evolution of the states of the nodes based at least in part on a self-evolution of the state of each considered node that is dependent on this state and mediated by a self-evolution operator; and an interaction of each considered node with other nodes that is dependent on the states of these other nodes and mediated by an interaction operator; and computing a sought property that characterizes the behavior of the at least one road user.

Abstract: A 3-D printable dual-polarized Vivaldi array may include a plurality of Vivaldi antennas having a 3-D printed modular construction that meets direct metal laser sintering fabrication design rules; a plurality of Sub-Miniature Push-on, Micro (SMPM) connectors forming a plurality of ground plane skirts supporting a lattice, each SMPM Connector having a detent. The 3-D printable dual-polarized Vivaldi array may further include a support structure between the lattice and the ground plane skirt; the ground plane skirt having a skirt swept forward angle of 40 to 60 degrees.

Abstract: The instant disclosure generally relates to a composition for treating or coloring keratin fibers, the composition comprising at least one bio-based polymer and optionally a crosslinker. The composition may also comprise pigment microparticles. The composition formed and set in situ as a solid linked coating has a substantially permanent pigment lastingness and minimally alters the keratin fibers.

Abstract: An apparatus and method wherein potential ozone layer-damaging chlorodifluoromethane (Refrigerant R-22) is substituted with a mix of less environmentally damaging refrigerants pentafluoroethane and tetrafluoroethane in chlorodifluoromethane-based air-cooling systems for low temperature applications. While less environmentally damaging than chlorodifluoromethane, the substitute refrigerant has a temperature-pressure relationship similar to that of chlorodifluoromethane, making the substitute refrigerant suitable for use with chlorodifluoromethane-based low temperature systems. In this event, it is mixed with a relatively small percentage of a lubricating oil which is compatible with both the unit refrigerant and typical R-22 system design.

Abstract: An apparatus and method wherein potential ozone layer-damaging chlorodifluoromethane (Refrigerant R-22) is substituted with a mix of less environmentally damaging refrigerants pentafluoroethane and tetrafluoroethane in chlorodifluoromethane-based air-cooling systems for low temperature applications. While less environmentally damaging than chlorodifluoromethane, the substitute refrigerant has a temperature-pressure relationship similar to that of chlorodifluoromethane, making the substitute refrigerant suitable for use with chlorodifluoromethane-based low temperature systems. In this event, it is mixed with a relatively small percentage of a lubricating oil which is compatible with both the unit refrigerant and typical R-22 system design.

Abstract: A process is disclosed for preparing a compound of the FormulaM (R.sup.1 R.sup.2 N.BH.sub.3)or a complex thereof of the FormulaM (R.sup.1 R.sup.2 N.BH.sub.3).xLwhereinM is Li, Na, K, Rb or Cs;R.sup.1 is H, an aliphatic C.sub.1 to C.sub.5 residue, an aromatic residue, or a cycloaliphatic residue;R.sup.2 is H, an aliphatic C.sub.1 to C.sub.5 residue, an aromatic residue, or a cycloaliphatic residue; orR.sup.1 and R.sup.2 form a common cyclic residue;L is a dipolar aprotic solvent; andx is a numerical value from 0.1 to 5, which comprises the steps of:(a) where the compound of the Formula M(R.sup.1 R.sup.2 N.BH.sub.3) is prepared, reacting a compound of the FormulaR.sup.1 R.sup.2 NH.BH.sub.3with an alkali metal or an alkali metal amide in a non-polar aliphatic or aromatic solvent; or(b) where the complex of the Formula M(R.sup.1 R.sup.2 N.BH.sub.3).xL is prepared, reacting the compound of the FormulaR.sup.1 R.sup.2 NH.BH.sub.