A method of defining and setting a nonlinear signal processing of a hearing device, e.g. a hearing aid, by machine learning is provided. The hearing device being configured to be worn by a user at or in an ear or to be fully or partially implanted in the head at an ear of the user, the method comprising providing at least one electric input signal representing at least one input sound signal from an environment of a hearing device user, determining a normal-hearing representation of said at least one electric input signal based on a normal-hearing auditory model, determining a hearing-impaired representation of said at least one electric input signal based on a hearing-impaired auditory model, determining optimised training parameters by machine learning, where determining optimised training parameters comprises iteratively adjusting the training parameters, and comparing the normal-hearing representation with the hearing-impaired representation to determine a degree of matching between the normal-hearing representation and the hearing-impaired representation, until the degree of matching fulfils predetermined requirements, and, when the degree of matching fulfils the predetermined requirements, determining corresponding signal processing parameters of the hearing device based on the optimised training parameters. A hearing device is further provided.

An illustrative hearing system may be configured to cause an emitting device included in a hearing device to emit an output signal while the hearing device is at least partially positioned within an ear canal of a user and cause a sensor positioned outside the ear canal to attempt to detect the output signal. The sensor may be configured to output sensor data representative of one or more signals detected by the sensor during a time period corresponding to the emitting of the output signal by the emitting device. The hearing system may further be configured to determine, based on the sensor data, a quality metric for an optical measurement performed or to be performed by an optical measurement device included in the hearing device.

In one embodiment, the present invention is directed to a method of transmitting information from an ear tip to a contact hearing device, the method comprising the steps of: exciting a transmit coil, the transmit coil being positioned in the ear tip, wherein the transmit coil is wound on a core, the core including a ferromagnetic material; radiating an electromagnetic field from the first coil through the ear canal of a user; receiving the radiated electromagnetic field at a receive coil, the receive coil being positioned on a contact hearing device, the contact hearing device including a receive coil without a ferrite core; and transmitting the information from the transmit coil to the receive coil using, for example, near-field radiation.

Aspects describe an in-ear audio output device. The in-ear audio output device includes an acoustic chamber defined by an earbud housing shaped to fit in the lower concha of an ear of a wearer of the in-ear audio output device, the earbud housing comprising: a resistive port located on a first side of the earbud housing creating an opening in a wall of the earbud housing and a first feedforward microphone located on a second side of the earbud housing, the second side substantially opposite the first side of the earbud housing; and a stability band. The stability band includes at least one attachment feature that couples the stability band to the earbud housing and a first side substantially opposite the attachment feature that only partially covers the resistive port when the in-ear audio output device is positioned in the ear of the wearer.

Aspects describe air flow relief features in the cosmetic surface of the housing of an in-ear audio output device. Due to design constraints based, at least in part, on the limited space available in the acoustic chamber and ear geometry, ports coupling the acoustic chamber with an area outside the housing are susceptible to full blockage when placed in-ear. Air flow relief channels for ports, extending from the port aligned in the concha cymba, over the helix crus, to the cymba cavum minimize complete blockages of the port as compared to current designs.

In embodiments of the invention, the invention comprises a light tip cable including a cartridge assembly affixed to a medial end of the cable, the cartridge assembly including an emitter housing where the emitter housing includes an opening at a medial end of the housing and a flange at a lateral end of the housing. In embodiments of the invention, the cartridge assembly includes a light emitting element in the housing extending to the opening, retention features covering at least a portion of the housing, including the flange, the retention features comprising a lateral face and a lobe and at least one load bearing strand extending from the cable to the emitter; and electrical connectors extending from the cable to the light emitting element.

A hearing aid is configured to be located at or in an ear of a user. The hearing aid comprises a heartbeat detector providing a pulse control signal, and a processor. The processor is configured to estimate whether the hearing aid is located at a left or a right ear of the user in dependence of the pulse control signal. A method of operating a hearing aid and a binaural hearing aid system is further disclosed.

An ear tip includes a body configured to be mounted onto an earbud. The body includes a first end, a second end opposite the first end, and an inner wall extending between the first and second ends. The inner wall defines and surrounds a hollow passage that is configured to conduct sound waves. The body also includes an outer wall that is connected to the inner wall at the first end and extends away from the inner wall toward the second end. The inner wall has an oblong cross-sectional shape that is configured to accommodate a corresponding nozzle on the earbud. The inner wall includes a ring that is formed of a rigid material and engages and conforms to the oblong shape of the nozzle, which inhibits improper mounting and rotation of the ear tip relative to the nozzle.

Earphone positioning and retention mechanisms are disclosed. One earphone described includes a speaker driver, a flexible eartip comprising a first oval shaped contact surface at an opening forming a hole through the eartip, the first oval shaped contact surface configured to contact an outer surface of a user's ear canal when worn, a body portion comprising a second contact surface configured to position behind an anti-tragus portion of the user's ear, and, a retaining member formed of a compliant material, comprising a third contact surface configured to conform to a cymba conch portion of the user's ear, where the body portion and the retaining member are shaped in a way that the second contact surface contacts the anti-tragus portion and the third contact surface contacts the cymba conch portion at the same time, when the first contact surface is already in contact with the outer surface of the ear canal.

Disclosed is a hearing device configured to be worn in an ear of a user. The hearing device is configured to provide an audio signal to the user. The hearing device comprises a circuit assembly. The circuit assembly comprises a printed circuit board assembly. The printed circuit board assembly comprises: a first circuit board; a second circuit board; and a third circuit board interconnected with the first circuit board and the second circuit board. The circuit assembly comprises a battery, and an output transducer for providing the audio signal, wherein the printed circuit board assembly is folded about the battery and the output transducer.