BBRES-RNG - Bit-Based Randomized Entropy System Scheduler based RNG

mehul@bbres:~$ cat README

Entropy from chaos, not from math

Traditional generators lean on deterministic formulas seeded from a fixed starting point. BBRES-RNG instead launches worker threads, lets the OS scheduler decide their execution order, and captures the microsecond-level unpredictability of that decision as raw entropy.

Traditional PRNGs	BBRES-RNG
Seed-based - deterministic from the same seed	Entropy-based - non-deterministic by design
Mathematical formulas (LCG, Mersenne Twister)	Harvests timing noise from OS thread scheduling
Reproducible given the same initial state	Practically unreproducible - tied to live system state
Single-threaded execution	Concurrent, multi-threaded architecture

mehul@bbres:~$ cat pipeline.txt

Three stages, one random bit

Every single bit is the product of a full concurrency cycle. Producing a large integer means running this loop once per bit of its binary length.

Thread spawning & controlled race conditions

A batch of worker threads launches simultaneously. The OS scheduler - not the program - decides the order they actually run in, a decision shaped by CPU load, interrupts, and kernel-level state.

modRandomBitGenRNG → randomBitGenRNG.start()

Timing-based entropy collection

Each worker races to claim the next open slot in a shared flag array. Which thread wins, and when, encodes microsecond-scale scheduling variance as raw entropy.

AtomicIntegerArray conc · synchronized getBit(id)

Bitwise mixing & aggregation

The captured slot assignments are XOR-folded and run through a xorshift-style mix (shift-10 / shift-23 / shift-7) to whiten the result into a single output bit.

xor ^= xor<<10; xor ^= xor>>>23; xor ^= xor<<7;

mehul@bbres:~$ ./validate --all --compare

45-test statistical battery

10,918,505 bits and 100,000 integers, benchmarked against NIST SP 800-22 core & extended suites, uniformity, spectral analysis, adversarial ML attacks, a SHA-256 CSPRNG wrapper check, and integer-level distribution tests - significance α = 0.01.

BBRES-RNG

45 / 45

ARCHITECTURE ACCEPTED

Java SecureRandom

45 / 45

ARCHITECTURE ACCEPTED

Java Math.random()

43 / 45

Failed: Maurer's, Gap Test

SHANNON ENTROPY (8-bit)

7.999860 / 8

MIN-ENTROPY (8-bit)

7.944862 / 8

TRANSITION RATE

0.500064

BIT BALANCE (1s:0s)

49.988 : 50.012

mehul@bbres:~$ tree src/

Architecture

Bit-Based-Randomized-Entropy-System-Scheduler-Based-RNG/ ├── src/ │ ├── Main.java # entry point │ └── bbresRNG/ │ ├── RNG.java # public API │ ├── randomBitGeneratorModifiedRoot.java # orchestration │ ├── modRandomBitGenRNG.java # worker variant │ └── RandomBitGenRNG.java # base worker ├── docs/ # validation reports ├── LICENSE # custom restrictive └── README.md

RNG.java	Public API. Accepts (min, max), concurrency n, generation technique.
randomBitGeneratorModifiedRoot.java	Orchestrates a single random bit via two interchangeable methods, G1 and G2.
modRandomBitGenRNG.java	Worker-thread variant that collects timing data in parallel and XOR-mixes it.
RandomBitGenRNG.java	Base worker thread spawned purely for entropy harvesting.

usage.java

import bbresRNG.RNG;

public class Main {
    public static void main(String[] args) {
        RNG rng = new RNG();

        // default range [0, 10], n=71, technique 1
        System.out.println(rng.bbresRNG());

        // custom range
        System.out.println(rng.bbresRNG(5, 15));

        // custom concurrency: range [1,100], n=50 threads
        System.out.println(rng.bbresRNG(1, 100, 50));

        // alternate technique: randTech=2, n=35
        System.out.println(rng.bbresRNG(0, 10000, 35, 2));
    }
}

mehul@bbres:~$ cat INSTALL.md

Build & run

Requires JDK 8+ and a terminal, or any Java IDE.

$ git clone https://github.com/singhmehul7783/Bit-Based-Randomized-Entropy-System-Scheduler-Based-RNG.git
$ cd Bit-Based-Randomized-Entropy-System-Scheduler-Based-RNG
# compile
$ javac src/Main.java
# run
$ java -cp src Main

mehul@bbres:~$ cat LICENSE --summary

Custom restrictive license

PERMITTED	Academic research, education, personal study - with proper attribution.
PROHIBITED	Commercial use, modification, distribution, sublicensing, or derivative works without written permission.
CONTACT	projects@mehul.engineer