Deterministic Intelligence Systems

Exact answers. Every time.

New Leaf Tools LLC develops proprietary mathematical engines that replace statistical approximation, iterative search, and threshold tuning with deterministic, certified solutions — across passive RF intelligence, adaptive beamforming, and power electronics.

DOA Engine — Industries Live
01 / 08
Electronic Warfare
Passive geolocation of emitters without active interrogation. CRB-efficient DOA enables precise bearing estimation at low SNR with zero false alarms in dense signal environments.
Emitter Location SIGINT ESM
02 / 08
Radar Systems
Super-resolution angle estimation for phased array radars. Resolves closely spaced targets beyond classical Rayleigh limits with deterministic, threshold-free processing.
AESA SAR Multi-target
03 / 08
5G / Telecom
Massive MIMO beamforming and user localization. Deterministic DOA replaces iterative search algorithms, enabling real-time angle estimation across dense urban deployments.
Massive MIMO mmWave Localization
04 / 08
Autonomous Vehicles
Acoustic and RF source localization for sensor fusion pipelines. Reliable bearing data with machine-precision null depths supports safe navigation in contested environments.
Sensor Fusion Acoustic DOA Navigation
05 / 08
Satellite / Space
Ground station array processing and inter-satellite link management. Deterministic angle estimation enables robust uplink tracking without stochastic approximation overhead.
LEO Tracking Uplink Array Processing
06 / 08
UAV / Drone Defense
Passive RF detection and bearing estimation for counter-UAS systems. Zero false alarms prevents fratricide while CRB-efficient DOA supports rapid intercept geometry.
C-UAS RF Detection Bearing
07 / 08
Sonar / Undersea
Passive acoustic array processing for submarine and surface contact tracking. Deterministic bearing estimation replaces stochastic MUSIC/ESPRIT in low-SNR deep-water environments.
Passive Sonar DEMON Towed Array
08 / 08
Medical Imaging
Ultrasound beamforming and EEG/MEG source localization. Certified solutions replace heuristic algorithms in safety-critical diagnostic pipelines requiring reproducible results.
Ultrasound EEG Source MEG
Zero
False Alarms
By architectural design
3
Core Technologies
RF · Beamforming · Power
8
Industries Served
EW · Radar · Space · More
9/9
Mil-Spec Bands
GPS L1 through Ka-band
100%
Reproducible
Deterministic, bit-for-bit

Built on a single mathematical insight.

New Leaf Tools LLC is an independent technology company founded on a proprietary mathematical framework that is domain-agnostic by design. The same core engine — deterministic, exact, requiring no training data and no threshold tuning — powers multiple independent technology products across entirely different industries.

Where the industry uses optimization, heuristics, and statistical approximation, we use structure. The result is systems that achieve what threshold-based and iterative methods cannot: exact answers with provable properties, reproducible bit-for-bit, every time.

// Core Principles
  • Deterministic by architecture. No threshold tuning. No calibration parameters. No noise floor assumptions.
  • Domain-agnostic engine. The same mathematical foundation powers passive RF, adaptive beamforming, and power electronics.
  • Complete solution spaces. Where standard methods find one answer and stop, we enumerate all of them — then select the global optimum.
  • Independently verifiable. Every result is reproducible. Beamforming weights are MATLAB-checkable against the universal array factor equation.
  • No source exposure required. All technology ships as a compiled binary with a clean API.
C
Craig
Founder & Engineer — New Leaf Tools LLC

One engine. Multiple breakthroughs.

Each product applies the same proprietary mathematical framework to a different domain — replacing decades of approximation with exact, certified results.

RF
// Passive RF Intelligence
TSD Passive RF
Intelligence System

A complete compiled passive RF intelligence pipeline: emission detection, direction-of-arrival estimation, adaptive beamforming, track-before-detect, trajectory integrity validation, geolocation, and cognitive EW state management — in a single binary.

Detects RF emitters without transmitting any signal. The target has no indication it is being observed. Zero false alarms by construction of the architecture — not by threshold tuning.

High Pd at low SNR Zero false alarms CRB-efficient DOA Machine-precision nulls Sub-ms pipeline latency
SHE
// Power Electronics
SHE Designer
Harmonic Solver

Selective Harmonic Elimination has had a known problem for four decades: the field knows solutions exist but finding all of them — for arbitrary configurations — was considered intractable. Every published method finds one solution and stops.

SHE Designer finds every solution. Certified. Then optimizes across five physical objectives: THD, weighted THD, torque ripple, DC capacitor stress, and flux trajectory circularity.

Complete solution enumeration 5 optimization objectives 100% certification rate Real-time solve IEEE 519 guaranteed
BF
// Adaptive Beamforming
TSD Adaptive
Beamformer

A deterministic synthesis solver that places certified nulls to machine precision in real time. Validated across 9 military frequency bands from GPS L1 through Ka-band. Null depths reach −320 to −329 dB — the mathematical ceiling of double-precision arithmetic — providing greater than 300 dB of headroom before hardware impairments.

Every solution is independently verifiable in MATLAB against the universal array factor equation.

Machine-precision null depths Exceeds MVDR Oracle 9/9 mil-spec bands Real-time synthesis MATLAB verifiable
DOA
// Direction of Arrival
TSD DOA Engine
Public Benchmark

The DOA engine is benchmarked head-to-head against MUSIC and ESPRIT on 1,518,000 labeled IQ frames using the Stoica-Nehorai narrowband ULA model — the field standard for phased array validation. All three algorithms ran on identical data with identical random seeds.

The benchmark dataset — TSD-DOA-Benchmark-v1 — is publicly released on Zenodo under CC0. Any organization can download it and verify results independently.

Large-scale validation CRB-efficient Outperforms ESPRIT & MUSIC K=5 no fallback CC0 public dataset

Every number
reproducible.

All results are produced by a deterministic Monte Carlo benchmark suite. Master seed: 20260424. Run it again — you get the same numbers. The DOA benchmark is public on Zenodo. Anyone can verify.

TSD Engine 0.0428°
MUSIC (Schmidt 1986) 0.0707°
ESPRIT (Roy & Kailath 1989) 0.0767°

DOA RMSE at 10 dB SNR · N=16 elements · K=100 snapshots · 1,000 trials · Lower is better

Module Metric Result Sample Size Verification
DetectionPd at −10 dB SNR (N=16)96.6%1,000 trialsMonte Carlo
DetectionFalse Alarm Rate0.000010,000 trialsMonte Carlo
DOARMSE at 10 dB SNR (N=16)0.0428°1,000 trialsPublic dataset
DOACRB efficiency at N=16, 20 dB1.005150 trialsStoica-Nehorai CRB
DOAAdvantage vs ESPRIT at N=6473% lower RMSE150 trialsPublic dataset
TBDPd at −12 dB (8-frame)80.7%1,000 trialsMonte Carlo
TBDFalse Alarm Rate0.00005,000 trialsMonte Carlo
BeamformingNull depth (machine precision)−320 to −329 dB500 trialsMATLAB verifiable
Beamformingvs MVDR Oracle advantage+303 dB200 trialsMATLAB verifiable
TrajectoryReal target pass rate100%2,000 trialsMonte Carlo
PipelineEnd-to-end latency at N=160.21 ms500 repsProduction binary

Master seed: 20260424 · All results bit-for-bit reproducible · No estimated or extrapolated values · DOA benchmark: Zenodo TSD-DOA-Benchmark-v1 CC0

Ready to integrate today.

All technology ships as a compiled binary with a clean API. No source exposure required. Drop-in integration with existing signal processing chains.

Live Demonstration

Full pipeline executed against customer-provided or synthetic scenarios. Results are live, not pre-recorded. You control the test conditions.

Available on request
API Integration

Single compiled binary with clean single-function API. Drop-in with existing EW signal processing chains. No external dependencies. No source exposure.

Binary delivery
Hardware Validation

Collaborative validation program using contractor RF test facilities. Joint characterization against real emitters in controlled and contested environments.

NDA required

Start the conversation.

All engagement inquiries handled directly. NDA available. Live demonstrations available on request. Deeper technical discussion available under NDA.

contact@newleaftoolsllc.com →

New Leaf Tools LLC · Proprietary Technology · Controlled Distribution