System for determining a personalized dynamic resistance model

A system comprising:

• a bicycle comprising a suspension;
• a plurality of sensors comprising a suspension sensor configured to measure a physical impact on the suspension;
• a smart trainer device;
• and
• an electronic processor configured to:
• receive ride data collected by the plurality of sensors during a ride on a trail, wherein the ride data is segmented into a plurality of time segments, and wherein the plurality of sensors are mounted to the bicycle or a rider of the bicycle;
• determine a resistance model for the rider and the trail by:
• determining a resistance variable for each of the plurality of time segments based on the received ride data, and
• determining, for each of the plurality of time segments, a power variable necessary to overcome the respective resistance variable based on a plurality of user-specific variables;
• determine a cycling simulation of the ride based on the resistance model;
• and
• provide the cycling simulation of the ride to the smart trainer device.

A method comprising:

• receiving ride data collected by a plurality of sensors during a ride on a trail, wherein the ride data is segmented into a plurality of time segments, and wherein the plurality of sensors are mounted to a bicycle or a rider of the bicycle and include a first camera and a second camera configured to record image data;
• determining a resistance model for the rider and the trail by:
• determining a resistance variable for each of the plurality of time segments based on the received ride data, and
• determining, for each of the plurality of time segments, a power variable necessary to overcome the respective resistance variable based on a plurality of user-specific variables;
• determining a cycling simulation of the ride based on the resistance model;
• and
• providing the cycling simulation of the ride to a smart trainer device.

A non-transitory computer-readable medium including instructions executable by an electronic processor to perform a set of functions, the set of functions comprising:

• receiving ride data collected by a plurality of sensors during a ride on a trail, wherein the ride data is segmented into a plurality of time segments determined based on timestamps associated with the ride data as metadata, and wherein the plurality of sensors are mounted to a bicycle or a rider of the bicycle;
• determining a resistance model for the rider and the trail by:
• determining a resistance variable for each of the plurality of time segments based on the received ride data, and
• determining, for each of the plurality of time segments, a power variable necessary to overcome the respective resistance variable based on a plurality of user-specific variables;
• determining a cycling simulation of the ride based on the resistance model;
• and
• providing the cycling simulation of the ride to a smart trainer device.

A system for determining a cycling simulation of a ride, the system comprising:

• a bicycle;
• a plurality of sensors;
• a smart trainer device;
• and
• an electronic processor configured to:
• receive ride data collected by the plurality of sensors during a ride on a trail, wherein the ride data is segmented into a plurality of time segments, and wherein the plurality of sensors are mounted to the bicycle or a rider of the bicycle;
• determine a resistance model for the rider and the trail by:
• determining a resistance variable for each of the plurality of time segments based on the received ride data, and
• determining, for each of the plurality of time segments, a power variable necessary to overcome the respective resistance variable based on a plurality of user-specific variables;
• determine a cycling simulation of the ride based on the resistance model, wherein the cycling simulation of the ride is determined by processing the resistance model through an artificial intelligence model trained with previously received ride data collected during a plurality of rides on a plurality of trails;
• and
• provide the cycling simulation of the ride to the smart trainer device.