Have you ever wondered how a palm-sized board can:
Run Linux
Decode 4K video
Perform AI inference
Connect to cameras and sensors
Control industrial equipment
The answer lies in SBCs (Single Board Computers).
Traditional industrial control systems relied on bulky architectures consisting of:
Chassis
Motherboards
Power supplies
Expansion cards
This approach resulted in large size, high power consumption, complex wiring, and difficult maintenance.
Today, SBCs integrate all core functions into one compact board, enabling:
Lower power consumption
Smaller form factor
Faster deployment
Higher integration
That’s why SBCs are now widely used in:
Digital signage
Industrial edge gateways
Smart factories
AI vision terminals
Smart homes and robotics
SBCs sit perfectly between MCUs (too limited) and traditional PCs (too bulky), offering a balanced combination of general computing power and embedded reliability.
An SBC can be understood through five core modules:
SoC = Brain
Memory & Storage = Hands and Feet
PMU = Heart
Peripheral Interfaces = Senses
Boot System = Ignition Switch
Let’s examine each module in detail.
The SoC (System on Chip) is the most critical component.
Unlike a traditional CPU, an SoC integrates multiple subsystems into a single chip.
ARM CPU cores (Cortex-A series)
GPU for UI and graphics acceleration
NPU / DSP for AI inference and signal processing
Memory controller (DDR / LPDDR)
Video codecs (H.264 / H.265 / VP9)
DMA engines for high-speed data transfer
Power management logic (DVFS)
This high integration dramatically improves performance per watt and reduces system complexity.
Example Comparison: Allwinner H616 vs Rockchip RK3588
|
Feature
|
Allwinner H616 | Rockchip RK3588 |
| CPU | Quad Cortex-A53 | Quad A76 + Quad A55 |
| GPU | Mali-G31 | Mali-G52 |
| NPU | 0.8 TOPS | 6 TOPS |
| Video | 4K@30fps | 8K + dual display |
| Target | Entry-level media & control | Industrial AI & edge computing |
👉 Key takeaway:
Don’t blindly choose “high-end”. Match SoC capability to real application needs.
Heterogeneous architectures improve real-time performance
AI applications require dedicated NPUs
Thermal design must be planned early for high-performance SoCs
Many developers focus on CPU frequency but overlook memory and storage.
In reality, RAM and Flash performance often determine system responsiveness.
Common types: LPDDR3 / LPDDR4
Capacity range: 512MB – 8GB
Typically soldered on-board for reliability
Recommendations:
≥2GB for multitasking Linux systems
High-resolution displays require wider memory buses
Incorrect memory mapping can cause kernel boot failures
Common storage options:
microSD – low cost, short lifespan
eMMC – industrial standard, stable and reliable
NVMe SSD (via M.2 / PCIe) – near PC-level performance
Industrial best practice:
Use microSD only for prototyping
Use eMMC for mass production
Enable read-only rootfs for high-reliability systems
An SBC does not simply run on “5V power”.
Different modules require different voltages:
CPU core: ~0.8V
DDR: ~1.1V
I/O: 3.3V
The PMU (Power Management Unit) manages all these rails.
Multi-rail voltage generation
Power-on sequencing
Battery charging & monitoring
Overvoltage and overcurrent protection
Software-controlled shutdown and wake-up
This enables features like:
Battery-backed operation
Scheduled wake-up
Safe power recovery after outages
SBC flexibility comes from its rich interfaces:
| Interface | Function | Typical Use |
| GPIO | Digital I/O | LEDs, relays, buttons |
| UART | Serial | Debug, GPS |
| I²C | Low-speed bus | Sensors, displays |
| SPI | High-speed bus | ADC, Flash |
| USB | Peripheral expansion | 4G/5G, storage |
| Ethernet | Network | Industrial communication |
| HDMI | Video output | HMI, signage |
| CSI/DSI | Camera / display | AI vision |
Most pins support multiple functions.
Incorrect pin configuration in the device tree is a common cause of peripheral failures.
Best practices:
Watch voltage levels (3.3V ≠ 5V)
Carefully route high-speed signals
Avoid I²C address conflicts
The SBC boot sequence is precise and unforgiving:
Power On → BootROM → U-Boot → Linux Kernel → RootFS → User Space
BootROM: Factory code, selects boot device
U-Boot: Initializes hardware, loads kernel
Device Tree: Describes board-level hardware
RootFS: Starts system services
A single configuration error can lead to a black screen or boot failure.
Application requirements:
Zigbee device management
Cloud MQTT communication
High reliability and self-recovery
Hardware configuration:
SoC: RK3568
RAM: 4GB LPDDR4
Storage: 16GB eMMC
Interfaces: Ethernet, USB, UART, GPIO
PMU: Battery backup + watchdog
Reliability design:
Hardware watchdog
Automatic reboot on failure
Remote log upload
This is a typical industrial-grade ARM SBC deployment.
SBCs are now widely used in:
Industrial automation
Smart agriculture
AI edge computing
Autonomous systems
Aerospace experiments
Their success comes from:
Standardized interfaces
Massive open-source ecosystem
Low learning curve
Excellent performance-per-watt
With advances in AI accelerators, RISC-V, and TSN networking, SBCs will play an even greater role in future intelligent systems.
Before starting your project, ask:
Does the SoC meet my AI and compute needs?
Is RAM sufficient for my workload?
Is storage reliable enough for long-term use?
Is the power design robust?
Is the device tree correctly configured?
Answer these clearly—and your project success rate will increase dramatically.