Scalable and modular aircraft server cluster implementation

A method, comprising:

• receiving, by a controller of a chassis, a determination from a machine learning algorithm that a thermal failure has occurred or is about to occur in an apparatus that includes the chassis,
• wherein the apparatus is configured to operate onboard a commercial aircraft by providing:
• wherein the chassis comprises slots configured to accept one or more electronic blades from a front side;
• wherein the apparatus comprises:
• electronic blades shaped and sized to fit in corresponding ones of a plurality of slots;
• and
• a latch mechanism that is turnable to allow locking or unlocking of the electronic blades within the chassis, wherein the latch mechanism is mechanically coupled with one or more insertion points that are distributed along a length of the chassis from the front side to a back side such that turning the latch mechanism into a lock position causes inserters to move in positions and be inserted within corresponding receptacles on the chassis, thereby securing the electronic blades in place and turning the latch into the unlocking position disengages the insertion points allowing removal or insertion of the electronic blades within the slots;
• wherein the electronic blades comprises a motherboard having a first processor on one side of the motherboard and a second processor on an opposite side of the motherboard,
• wherein, upon insertion of the electronic blades into the chassis, an air tunnel is formed within the chassis allowing air to flow through the air tunnel;
• wherein the machine learning algorithm that is fed input and output temperatures captured from sensors placed at input and output ports of the air tunnel, wherein the machine learning algorithm is trained to determine if the thermal failure has occurred or is about to occur and raise an alarm to a human user or to a controller;
• and
• performing, by the controller, upon detection of the thermal failure, a load balancing by taking down a blade that is overheating.