The SDR Paradigm Shift: Visualizing the Invisible Spectrum with the Xiegu G90

Update on Jan. 13, 2026, 8:10 a.m.

For nearly a century, the practice of amateur radio was a purely auditory experience. Operators would spin a heavy VFO knob, straining to hear the faint heterodyne whistle of a carrier wave or the rhythmic scratching of Morse code amidst the static. The radio spectrum was a dark room, and the operator was fumbling for a light switch, relying solely on their ears to build a mental map of the invisible world around them.

The arrival of Software Defined Radio (SDR) turned on the lights. It transformed the radio from a machine that merely receives signals into a computer that computes the electromagnetic environment. The Xiegu G90 is a pivotal device in this history. It was one of the first transceivers to bring true SDR architecture—specifically, the ability to “see” radio waves—down from the elite tier of expensive base stations to an affordable, portable form factor.

To understand why the G90 is more than just a “cheap radio,” we must explore the tectonic shift from hardware to math. We need to dissect the physics of direct sampling, the mathematics of the Fast Fourier Transform (FFT), and how replacing capacitors with code has democratized the mastery of the High Frequency (HF) spectrum.

The Architecture of Listening: From Superheterodyne to SDR

Traditional radios, known as superheterodynes, are marvels of analog engineering. They work like a bucket brigade: the incoming high-frequency signal is mixed with a local oscillator, stepped down to an intermediate frequency (IF), filtered by crystals, and finally demodulated into audio. Every step requires specific physical components—mixers, filters, amplifiers. These components drift with temperature, age over time, and add noise. Most importantly, they are fixed. To change the radio’s behavior (e.g., to narrow a filter), you physically need a different crystal.

The Math is the Machine

The Xiegu G90 abandons this bucket brigade for a mathematical approach. While it is technically a hybrid SDR (using a down-conversion architecture to bring signals to a manageable frequency for the processor), its core operation happens in the digital domain.
1. Analog-to-Digital Converter (ADC): This is the gateway. Instead of processing the wave electrically, the ADC takes snapshots of the voltage millions of times per second (sampling). The continuous, organic radio wave is sliced into a stream of binary numbers.
2. Digital Signal Processing (DSP): Once the radio wave is just a list of numbers, physics gives way to mathematics. “Filtering” a signal no longer means passing it through a crystal; it means running an algorithm that deletes the numbers representing unwanted frequencies.
* The Benefit: Digital filters have “brick-wall” characteristics. An analog filter slopes gently, letting some noise through. A digital filter cuts off instantly and absolutely. This allows the G90 to isolate a specific voice signal from adjacent interference with a precision that analog radios simply cannot match physically.

Visualizing the Invisible: The Physics of the Waterfall

The most striking feature of the G90 is its 1.8-inch color screen displaying a Spectrum Scope and a Waterfall Display. This is not a video game; it is a real-time graphical representation of a mathematical operation called the Fast Fourier Transform (FFT).

Deconstructing the Wave

In the time domain (what an oscilloscope shows), a radio signal looks like a chaotic mess of squiggles—noise, voice, and carrier waves all jumbled together. It is impossible to tell them apart visually.
The FFT algorithm takes a chunk of this time-domain data and rotates it to look at it from the “side”—the frequency domain. It breaks the complex wave down into its constituent sine waves. It asks: “How much energy is at 7.050 MHz? How much at 7.055 MHz?”

The Waterfall as a Time Machine

The G90 performs this calculation constantly. * The Spectrum Scope (Top): Shows the current signal strength across a 24kHz or wider bandwidth. Peaks are signals; the flat line is the noise floor. * The Waterfall (Bottom): This adds the dimension of time. Each line of the spectrum is pushed down by the next one, creating a scrolling history. Strong signals leave bright, colorful trails; weak signals leave faint traces.

This visualization changes the fundamental nature of operating a radio. You no longer tune blindly. You can see a conversation happening 10kHz away. You can see the unique visual signature of a digital mode vs. a voice signal. You can see where the band is empty. The G90 puts this superpower into a handheld device, allowing a hiker on a mountain peak to analyze the electromagnetic spectrum with the same visual tools used by a signals intelligence officer.

The Xiegu G90's front panel featuring the spectrum and waterfall display, visualizing the RF environment

The 24-Bit Dynamic Range: Hearing a Whisper in a Rock Concert

One of the critical specs of an SDR is the bit depth of its sampling. The G90 operates with 24-bit data streams. Why does this matter? It defines the Dynamic Range.

Imagine trying to listen to a whisper (a weak signal from Japan) while standing next to a jet engine (a strong broadcast station next door). * 8-bit system: The loud signal overwhelms the scale. The “whisper” is lost in the quantization noise—the rounding errors of the digital numbers. * 24-bit system: This offers over 16 million values to represent signal amplitude. It provides a theoretical dynamic range of 144 dB. This massive headroom allows the G90 to digitize the roaring broadcast station and the tiny whisper simultaneously without distortion. The DSP can then mathematically subtract the loud station, leaving the whisper perfectly audible.

This capability is what allows a small, portable radio like the G90 to perform well even in crowded band conditions, where strong signals often drown out the weak ones on lesser equipment.

Firmware as a Living Organism

Because the G90 is defined by software, it is not a static object. In the analog era, buying a radio meant you were stuck with its features forever. With SDR, the radio evolves.
Xiegu has released multiple firmware updates for the G90, adding features like a CW decoder, optimizing the AGC (Automatic Gain Control) algorithms, and refining the display interface. The radio you own today can be better than the radio you bought yesterday. This “living product” lifecycle is a direct consequence of the SDR architecture. The hardware is merely a vessel for the software, and software is infinitely malleable.

Conclusion: The Democratization of the Airwaves

The Xiegu G90 is significant not because it is the “best” radio in the world (it has its quirks and limitations), but because it democratized the “God’s eye view” of the radio spectrum. Before the G90, waterfall displays and direct sampling were the domain of $1,000+ base stations.

By packaging advanced mathematical signal processing into a $450 box, Xiegu lowered the barrier to entry for scientific exploration of the radio spectrum. It teaches the user to stop thinking of radio as magic and start thinking of it as data. For the beginner, it removes the blindness of the analog age. For the expert, it provides a pocket-sized spectrum analyzer. It is a tool that proves that in the modern era, the most powerful component in a radio is not the amplifier, but the algorithm.