Random Number Generators TRIZ Cases
- Distributed Resource Space Initialization Without Copy Operations
Each device computes its own sub-space from size, ID, and a random seed, avoiding shared buffers and copy-heavy initialization.
- Gaming Award Lookup Tiers for Interval-Triggered Bonus Outcomes
Interval-based lookup table tiers raise award variability while controlling RTP, volatility, and player interval visibility.
- GNN Neighbor Sampler With Uniform Subrange Random Sampling
Dividing neighbor indices into subranges enables uniform GNN sampling while cutting computation complexity and storage overhead.
- Multi-Path Message Slicing for Low-Latency Internet Security
Split message slices across relay paths to protect Internet data from interception while avoiding the delay overhead of full encryption.
- Gaming Display Columns With Dynamic Prize Accumulation
Column-based symbol activation builds prizes as backgrounds change, improving engagement while preserving RNG-based fairness.
- Synthetic Utterance Training for Voice Framework Accuracy
Synthetic voice samples from vector-space speech models expand training diversity, cut natural sample collection, and improve framework accuracy.
- MTJ Random Number Circuit With Low-Voltage Clock Architecture
Using one MTJ and three inverters, this case shows how low-voltage clocking cuts area and power while improving TDDB performance.
- Intermediate Tunnel Routing for Reliable Web Content Fetching
Pre-established tunnel devices route web requests by attribute to reduce congestion and improve reliable, error-free content delivery.
- Probabilistic Spike Neural Network Circuit for Low-Power Fast Inference
Random threshold comparison replaces multiply-accumulate steps in a spike neural circuit, cutting power use and improving speed.
- Cosmic Ray Data Conditioning for High-Entropy Random Sequence Generation
Raw cosmic ray signals are conditioned and scored with a GAN to generate scalable, high-entropy random sequences without specialized hardware.
- Knowledge Graph Embedding for Out-of-Sample Entity Prediction
Random processor selection and embedding aggregation improve knowledge graph predictions for unseen entities while keeping training and testing consistent.
- Ring Oscillator TRNG Jitter Characterization Using Allan Variance
Allan variance on dual ring oscillator counter sums improves TRNG jitter characterization accuracy without extra circuitry or noise-heavy dividers.
- Roulette Bonus Wagering With Independent RNGs and Multipliers
Separate RNGs for winning and bonus numbers add multiplier payouts to roulette bets while improving fairness and resistance to collusion.
- Quantum Random Circuit Oracle for Verifiable Blockchain Randomness
Quantum circuits and oracle certification generate tamper-resistant blockchain random bits, reducing miner influence and enabling source verification.
- Ring Oscillator Period Matching for Accurate TRNG Entropy Characterization
Matched ring oscillators use period control and Allan variance to characterize TRNG jitter accurately with lower circuit overhead.