Editorial Technical Reference

Processing Element Array

This page explains how Processing Element Array is classified within Computer, Electronic and Optical Product Manufacturing. Technical values and manufacturer relationships are research references; confirm the current specification and supplier evidence for each order.

Technical Definition & Core Assembly

A parallel computing architecture consisting of multiple processing elements arranged in a grid or array configuration within a Neural Processing Unit (NPU).

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Product Specifications

Technical details and manufacturing context for Processing Element Array

Definition
The Processing Element Array is the core computational engine of a Neural Processing Unit, comprising numerous identical or specialized processing elements organized in a regular grid structure. This array enables massively parallel execution of neural network operations, particularly matrix multiplications and convolutions, by distributing computations across multiple processing elements simultaneously. Each element typically contains arithmetic logic units (ALUs), local memory, and interconnects for data exchange with neighboring elements. The array is fabricated on silicon using copper interconnects and dielectric materials, with process technology ranging from 7 to 16 nanometers. It is available in configurations with 64 to 1024 processing elements, arranged in grid dimensions from 8x8 to 32x32. The clock frequency ranges from 500 to 1500 MHz, providing peak throughput of 2 to 16 TOPS (INT8 operations per second). Power consumption varies between 5 and 30 watts, depending on workload and frequency, with a core logic supply voltage of 0.8 to 1.2 volts. The operating temperature range is -40 to 85 degrees Celsius, and storage temperature is -55 to 125 degrees Celsius, with relative humidity up to 95% non-condensing. The package types include BGA-256 to BGA-1156, with body sizes from 15x15 to 45x45 millimeters, and weight ranging from 5 to 20 grams. These specifications are reference ranges and must be verified for the specific model and application with the legal manufacturer or supplier. The array is designed for integration into NPUs used in edge computing, data centers, and other AI inference and training applications. Its architecture allows efficient execution of deep learning workloads, balancing performance and power consumption. The Processing Element Array is a critical component for accelerating neural network computations, enabling real-time processing in various devices.
Working Principle
The Processing Element Array operates by distributing neural network computations across its multiple processing elements in parallel. Input data (activations) and weights are broadcast or streamed to the array, where each processing element performs multiply-accumulate (MAC) operations on its assigned data subset. Results are aggregated through the array's interconnection network, enabling efficient execution of large matrix operations fundamental to neural network inference and training. The array's grid structure allows data to flow between neighboring elements, reducing data movement and improving efficiency. The parallel nature of the array significantly accelerates computation compared to sequential processing, making it suitable for real-time AI applications.
Common Materials
Silicon, Copper interconnects, Dielectric materials
Technical Parameters
ParameterTypical rangeNotes & selection driver
Number of Processing Elements64–1024 coresDetermines parallel processing capacity.
Array Dimensions (Rows x Columns)8x8–32x32Configurable grid layout.
Clock Frequency500–1500 MHzAffects throughput and power.
Peak Throughput2–16 TOPSINT8 operations per second.
Power Consumption5–30 WDepends on workload and frequency.
Supply Voltage0.8–1.2 VCore logic voltage.
Operating Temperature-40–85 °CJunction temperature range.IEC 60068-2-14
Storage Temperature-55–125 °CNon-operating condition.IEC 60068-2-2
Relative Humidity5–95 % RHNon-condensing.IEC 60068-2-78
Process Technology7–16 nmCMOS node.
Package TypeBGA-256–BGA-1156Ball grid array.JEDEC MS-028
Weight5–20 gDepends on package and heat sink.
Footprint (Package Size)15x15–45x45 mmBody size.JEDEC MS-028

Ranges are indicative industry figures for RFQ preparation, not a supplier commitment. Confirm every value and standard with the legal manufacturer before ordering.

Components / BOM
  • Processing Element Core Part
    Performs arithmetic operations (MAC) and local data processing
    Material: Silicon transistors
  • Local Memory Buffer Part
    Stores intermediate results and weights for the processing element
    Material: SRAM cells
  • Interconnect Router
    Manages data movement between neighboring processing elements
    Material: Copper wiring, logic gates
  • Control Unit
    Coordinates operation sequencing and instruction execution within the PE
    Material: Logic circuits

Industry Taxonomies & Aliases

Commonly used trade names and technical identifiers for Processing Element Array.

Applied To / Applications

This component is essential for the following industrial systems and equipment:

Industrial Ecosystem & Supply Chain Structure

Complementary Systems
Downstream Applications
Specialized Tooling

Application Fit & Sizing Matrix

Operational Limits
pressure: Atmospheric (sealed package), no pressure rating required
other spec: Power consumption: 5-50W typical, Clock frequency: 500MHz-1.5GHz, Data bandwidth: 100-500 GB/s
temperature: 0°C to 85°C (operational), -40°C to 125°C (storage)
Media Compatibility
✓ AI inference workloads ✓ Computer vision processing ✓ Signal processing applications
Unsuitable: High-vibration industrial environments without proper mounting/shock absorption
Sizing Data Required
  • Required TOPS (Tera Operations Per Second)
  • Memory bandwidth requirements (GB/s)
  • Power budget constraints (W)

Reliability & Engineering Risk Analysis

Failure Mode & Root Cause
Thermal fatigue cracking
Cause: Cyclic thermal stresses from repeated heating/cooling during processing cycles, often exacerbated by rapid temperature changes or inadequate cooling system design.
Corrosion-induced degradation
Cause: Chemical attack from process fluids or atmospheric contaminants, particularly at high temperatures where protective oxide layers may break down or where dissimilar materials create galvanic corrosion.
Maintenance Indicators
  • Abnormal temperature gradients across the array surface detected by infrared thermography
  • Increased electrical resistance readings or voltage drop across processing elements during operation
Engineering Tips
  • Implement predictive maintenance using vibration analysis and thermal imaging to detect early-stage fatigue and corrosion before catastrophic failure
  • Optimize process parameters to minimize thermal cycling extremes and ensure proper chemical compatibility between processing fluids and array materials

Indicative industry ranges for design and RFQ preparation. Confirm the exact figures and applicable standard with the manufacturer before specifying.

Compliance & Manufacturing Standards

Applicable Standards
ANSI/ISA 95.00.01 Enterprise-Control System Integration DIN EN 61508 Functional Safety of Electrical/Electronic/Programmable Electronic Safety-related Systems

Quoted from the published standard.

Manufacturing Precision
  • Inter-element spacing: +/-0.05mm
  • Surface flatness: 0.02mm across array
Quality Inspection
  • Automated Optical Inspection (AOI) for alignment verification
  • Thermal cycling test (-40°C to +85°C, 500 cycles)

Manufacturers of Processing Element Array

Manufacturer profiles associated with Processing Element Array.

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Frequently Asked Questions

What is the typical number of processing elements in an array?

The number of processing elements ranges from 64 to 1024, depending on the specific model and application. This value determines the parallel processing capacity of the array.

What are the array dimensions available?

The array can be configured in grid layouts from 8x8 to 32x32 rows and columns. The exact dimensions depend on the product variant and must be confirmed with the manufacturer.

What is the operating temperature range?

The operating temperature range is -40 to 85 degrees Celsius, as per IEC 60068-2-14. This is a reference range; verify the specific model's ratings with the supplier.

What package types are available?

The array is available in BGA-256 to BGA-1156 packages, conforming to JEDEC MS-028. The package size and weight vary accordingly, and these specifications should be confirmed for the actual product.

Data Basis

Editorial classification, named public sources where available, and source-reviewed manufacturer records.

Preliminary Technical Classification
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