Neural network processing system using semiconductor memories

• US 7,043,466 B2
• Filed: 12/20/2000
• Issued: 05/09/2006
• Est. Priority Date: 01/24/1990
• Status: Expired due to Fees

• Current Assignee: Renesas Electronics Corporation
• Original Assignee: Renesas Technology Corporation (Renesas Electronics Corporation)
• Inventors: Kimura, Katsutaka, Kawajiri, Yoshiki, Itoh, Kiyoo, Watanabe, Takao
• Primary Examiner(s): Hirl, Joseph P.
• Application Number:
  US09/739,758
• Publication Number:
  US 20020032670A1
• Time in Patent Office: 1,966 Days
• Field of Search: 706/33, 706/26, 706/27, 326/36
• US Class Current: 706/33
• CPC Class Codes: G06N 3/063 using electronic means

Abstract

The neural network processing system according to the present invention includes a memory circuit for storing neuron output values, connection weights, the desired values of outputs, and data necessary for learning; an input/output circuit for writing or reading data in or out of said memory circuit; a processing circuit for performing a processing for determining the neuron outputs such as the product, sum and nonlinear conversion of the data stored in said memory circuit, a comparison of the output value and its desired value, and a processing necessary for learning; and a control circuit for controlling the operations of said memory circuit, said input/output circuit and said processing circuit.

Claims

1. A semiconductor integrated circuit device, comprising:

a memory array having a plurality of word lines, a plurality of bit lines, and a plurality of memory cells;

a processing circuit which carries out an operation using information stored in said memory array; and

an input/output circuit;

wherein said semiconductor integrated circuit device has a first mode and a second mode,

wherein, in said first mode, a read operation and a write operation to said memory array are performed,

wherein the information stored in said memory array is read out to said input/output circuit in said read operation of said first mode and information outputted from said input/output circuit is written to said memory array in said write operation of the first mode,

wherein, in said second mode, information stored in said memory array is read from said memory array to said processing circuit,

wherein said processing circuit has an arithmetic unit and a MOS transistor which has a source/drain path between said arithmetic unit and a power line and a gate inputted with a control signal, and

wherein during said first mode said MOS transistor is in an OFF state.

2. The semiconductor integrated circuit device according to claim 1, wherein said

input/output circuit is for inputting and outputting data from and to outside of said semiconductor chip, and

wherein a signal from outside said semiconductor integrated circuit controls whether said semiconductor circuit is in said first mode or said second mode.

3. The semiconductor integrated circuit device according to claim 1, further comprising:

a plurality of said memory arrays,

wherein each of the plurality of memory cells includes a MOS transistor and a capacitor, and wherein said processing circuit is formed by MOS transistors,

wherein one of said plurality of memory arrays is selected in said first mode, and

wherein said arithmetic unit is placed between two of said plurality of said memory arrays and receives outputs from said two of said plurality of said memory arrays.

4. The semiconductor integrated circuit device according to claim 2, wherein each of the plurality of memory cells includes a MOS transistor and a capacitor, and said processing circuit is formed by MOS transistors, and wherein said semiconductor integrated circuit device is formed on a semiconductor chip.

5. A semiconductor integrated circuit device on a semiconductor chip, comprising:

a first memory array including a plurality of DRAM memory cells;

a logic circuit carrying out an operation using information stored in said first memory array;

an input/output circuit including latch circuits;

a first bus coupled between said first memory array and said logic circuit;

a second bus coupled between said logic circuit and said input/output circuit; and

a third bus coupled between said first memory array and said input/output circuit,

wherein said semiconductor integrated device has a first mode and a second mode,

wherein, in said first mode, by using said third bus, information from outside said semiconductor chip is written to said first memory array or information stored in said first memory array is read out of said semiconductor chip from said first memory array,

wherein, in said second mode, by using said first bus, information is read from said first memory array to said logic circuit, by using said second bus, said logic circuit outputs results of said operation to said latch circuit, and by using said third bus, data in accordance with said results is written to said first memory array.

6. The semiconductor integrated circuit device according to claim 5, further comprising:

a second memory array including a plurality of DRAM memory cells,

wherein said logic circuit is placed between said first memory array and said second memory array and receives outputs said first memory array and said second memory array.

7. The semiconductor integrated circuit device according to claim 5, further comprising:

a converting circuit which converts said results to said data so that a number of bits used for said data is equal to a number of bits used for information read out to said logic circuit,

wherein each of the plurality of DRAM memory cells includes a MOS transistor and a capacitor.

8. The semiconductor integrated circuit device according to claim 6, wherein each of the plurality of DRAM memory cells includes a MOS transistor and a capacitor.

9. The semiconductor integrated circuit device according to claim 6,

wherein mode changing between said first mode and said second mode is performed in accordance with a signal from outside of said semiconductor chip.

10. The semiconductor integrated circuit device according to claim 5,

wherein said logic circuit includes an arithmetic unit and a MOS transistor which has a source/drain path between said arithmetic unit and a power line, and

wherein during said first mode said MOS transistor is in off condition.

11. The semiconductor integrated circuit device according to claim 5, further comprising:

a comparing circuit comparing said results with an expected value.

12. The semiconductor integrated circuit device according to claim 5, further comprising:

a register coupled between said first memory array and said logic circuit,

wherein in said second mode read operation and write operation against said first memory array is performed concurrently.

13. The semiconductor integrated circuit device according to claim 5,

wherein said first memory array and said second memory array each further includes sense amplifiers and a precharge circuit.