Abstract: A method of reducing gray energy consumption and achieving optimal gray energy saving for carbon neutralization is proposed. In a cellular network, each cell or BS (group of cells) has renewable (green) and non-renewable (gray, on-grid power) energy sources. The renewable (green) energy is highly variable and unpredictable, while non-renewable (gray, on-grid power) is stable but is not renewable and thus has more carbon impact. Each cell or BS (group of cells) services is associated UEs when it is on. In one novel aspect, a cell or BS (group of cells) that consumes more non-renewable energy can give some or all of its served UEs to another cell or BS (group of cells) that consumes less non-renewable energy.

Abstract: A method for facilitating recovery from a crash of a solid-state storage device (SSD) is adapted to be implemented by an SSD controller of the SSD that receives a write request. The method includes: assigning a write request identifier (WID) and a request size in a spare area of each written page of the SSD; counting a number of appearances of the WID in all written page(s) to result in a WID count; determining whether the WID count is equal to the request size; and determining that the write request is completed and is eligible for recovery after a crash of the SSD when it is determined that the WID count is equal to the request size.

Abstract: A method for facilitating recovery from a crash of a solid-state storage device (SSD) is adapted to be implemented by an SSD controller of the SSD that receives a write request. The method includes: assigning a write request identifier (WID) and a request size in a spare area of each written page of the SSD; counting a number of appearances of the WID in all written page(s) to result in a WID count; determining whether the WID count is equal to the request size; and determining that the write request is completed and is eligible for recovery after a crash of the SSD when it is determined that the WID count is equal to the request size.

Abstract: A processor adapted for neural network operation is provided to include a scratchpad memory, a processor core, a neural network accelerator coupled to the processor core, and a arbitration unit coupled to the scratchpad memory, the processor core and the neural network accelerator. The processor core and the neural network accelerator share the scratchpad memory via the arbitration unit.

Abstract: A method for facilitating recovery from a crash of a solid-state storage device (SSD) is adapted to be implemented by an SSD controller of the SSD that receives a write request. The method includes: assigning a write request identifier (WID) and a request size in a spare area of each written page of the SSD; counting a number of appearances of the WID in all written page(s) to result in a WID count; determining whether the WID count is equal to the request size; and determining that the write request is completed and is eligible for recovery after a crash of the SSD when it is determined that the WID count is equal to the request size.

Abstract: A method for testing firmware of an SSD includes: controlling a main memory to emulate volatile and non-volatile memories of the SSD, fetching a testing sequence and a testing criterion, fetching read/write operations from binary codes generated by compiling the firmware, determining whether the read/write operations are associated with a marker, executing the read/write operations when a result of determination is affirmative, otherwise discarding a read/write of data, monitoring whether processes of executing of the read/write operations meet the testing criterion, and generating a result of a test of the firmware when it is monitored that the testing criterion is met.

Abstract: A method for testing firmware of an SSD includes: controlling a main memory to emulate volatile and non-volatile memories of the SSD, fetching a testing sequence and a testing criterion, fetching read/write operations from binary codes generated by compiling the firmware, determining whether the read/write operations are associated with a marker, executing the read/write operations when a result of determination is affirmative, otherwise discarding a read/write of data, monitoring whether processes of executing of the read/write operations meet the testing criterion, and generating a result of a test of the firmware when it is monitored that the testing criterion is met.