Smart Rate = Base Rate × Weighted Geometric Mean × Vortex Pattern



Dimana:

- Base Rate = 1000 ss/s

- Weighted Geometric Mean = VER^0.35 × FCS^0.25 × MEI^0.25 × NHF^0.15

- Vortex Pattern = [1.0, 1.2, 1.4, 1.8, 1.7, 1.5] berdasarkan block_height % 6

// Ambil data blockchain terkini

let latest_block = get_block_height().await;

let tx_count = get_transaction_count().await;

let active_nodes = check_active_nodes().await;

async fn calculate_vortex_energy_rate() -> f64 {

    let base_energy = 369.0; // Base fractal energy

    let network_activity = (tx_count as f64 / latest_block.max(1) as f64).min(10.0);

    let vortex_pattern = [1.0, 2.0, 4.0, 8.0, 7.0, 5.0];

    let pattern_index = (latest_block % 6) as usize;

    let pattern_multiplier = vortex_pattern[pattern_index];



    base_energy * pattern_multiplier * (1.0 + network_activity * 0.1)

}

async fn calculate_fractal_contribution_score() -> f64 {

    let sierpinski_dimension = 1.585;

    let block_contribution = (latest_block as f64).log2() * sierpinski_dimension;

    let tx_contribution = (tx_count as f64).sqrt() * 0.1;



    (block_contribution + tx_contribution).min(100.0)

}

async fn calculate_mathematical_efficiency_index() -> f64 {

    let target_block_time = 5.0; // seconds

    let current_time = chrono::Utc::now().timestamp() as f64;

    let time_efficiency = if latest_block > 0 {

        let actual_avg_time = (current_time - genesis_time) / latest_block as f64;

        (target_block_time / actual_avg_time).min(2.0)

    } else { 1.0 };



    (time_efficiency * 50.0).min(100.0)

}

async fn calculate_network_harmony_factor() -> f64 {

    let golden_ratio = 1.618033988749;

    let node_harmony = (active_nodes as f64).log2() * golden_ratio;

    let network_consistency = if latest_block > 0 {

        let consistency_factor = (latest_block as f64 / active_nodes.max(1) as f64).min(10.0);

        consistency_factor * 0.1

    } else { 0.0 };



    ((node_harmony + network_consistency) * 10.0).min(100.0)

}

async fn calculate_smart_rate() -> f64 {

    // Ambil semua indikator

    let ver = calculate_vortex_energy_rate().await;

    let fcs = calculate_fractal_contribution_score().await;

    let mei = calculate_mathematical_efficiency_index().await;

    let nhf = calculate_network_harmony_factor().await;



    // Normalisasi ke skala 0-1

    let ver_normalized = (ver / 5000.0).min(1.0);

    let fcs_normalized = fcs / 100.0;

    let mei_normalized = mei / 100.0;

    let nhf_normalized = nhf / 100.0;



    // Weighted geometric mean

    let weighted_product = ver_normalized.powf(0.35) *

                          fcs_normalized.powf(0.25) *

                          mei_normalized.powf(0.25) *

                          nhf_normalized.powf(0.15);



    // Aplikasi vortex pattern

    let base_smart_rate = 1000.0;

    let smart_rate = base_smart_rate * weighted_product;

    let vortex_pattern = [1.0, 1.2, 1.4, 1.8, 1.7, 1.5];

    let pattern_index = (latest_block % 6) as usize;

    let pattern_multiplier = vortex_pattern[pattern_index];



    smart_rate * pattern_multiplier

}

// Endpoint API untuk mendapatkan Smart Rate

#[get("/miner/status")]

async fn get_miner_status() -> Json<Value> {

    let smart_rate = calculate_smart_rate().await;

    let ver = calculate_vortex_energy_rate().await;

    let fcs = calculate_fractal_contribution_score().await;

    let mei = calculate_mathematical_efficiency_index().await;

    let nhf = calculate_network_harmony_factor().await;



    Json(serde_json::json!({

        "smart_rate": smart_rate,

        "smart_rate_unit": "ss/s",

        "indicators": {

            "ver": ver,

            "fcs": fcs,

            "mei": mei,

            "nhf": nhf

        }

    }))

}

# Mendapatkan status Smart Rate saat ini

curl -X GET http://localhost:8080/miner/status



# Response:

{

  "smart_rate": 334.74,

  "smart_rate_unit": "ss/s",

  "indicators": {

    "ver": 811.7,

    "fcs": 17.1,

    "mei": 50.0,

    "nhf": 84.2

  },

  "mining_active": true,

  "block_height": 1234,

  "last_updated": "2025-01-19T10:30:00Z"

}

// Frontend JavaScript untuk menampilkan Smart Rate

async function updateSmartRate() {

    try {

        const response = await fetch('/api/mining/miner/status');

        const data = await response.json();



        document.getElementById('smart-rate').textContent = 

            `${data.smart_rate.toFixed(2)} ${data.smart_rate_unit}`;

        document.getElementById('ver-value').textContent = data.indicators.ver.toFixed(1);

        document.getElementById('fcs-value').textContent = data.indicators.fcs.toFixed(1);

        document.getElementById('mei-value').textContent = data.indicators.mei.toFixed(1);

        document.getElementById('nhf-value').textContent = data.indicators.nhf.toFixed(1);

    } catch (error) {

        console.error('Error updating Smart Rate:', error);

    }

}



// Update setiap 5 detik

setInterval(updateSmartRate, 5000);

// Contoh penggunaan Smart Rate untuk optimasi mining

impl MiningOptimizer {

    async fn optimize_based_on_smart_rate(&self) -> Result<(), Error> {

        let smart_rate = calculate_smart_rate().await;



        if smart_rate < 200.0 {

            // Smart Rate rendah - tingkatkan aktivitas

            self.increase_mining_intensity().await?;

        } else if smart_rate > 800.0 {

            // Smart Rate tinggi - pertahankan efisiensi

            self.maintain_current_settings().await?;

        }



        // Log untuk monitoring

        log::info!("Smart Rate: {:.2} ss/s - Optimization applied", smart_rate);

        Ok(())

    }

}

# Python script untuk analisis Smart Rate

import requests

import time

import matplotlib.pyplot as plt



def monitor_smart_rate(duration_minutes=60):

    smart_rates = []

    timestamps = []



    for _ in range(duration_minutes * 12):  # Every 5 seconds

        try:

            response = requests.get('http://localhost:8080/miner/status')

            data = response.json()



            smart_rates.append(data['smart_rate'])

            timestamps.append(time.time())



            print(f"Smart Rate: {data['smart_rate']:.2f} ss/s")

            time.sleep(5)



        except Exception as e:

            print(f"Error: {e}")



    # Plot hasil

    plt.figure(figsize=(12, 6))

    plt.plot(timestamps, smart_rates)

    plt.title('Smart Rate Over Time')

    plt.xlabel('Time')

    plt.ylabel('Smart Rate (ss/s)')

    plt.grid(True)

    plt.show()



if __name__ == "__main__":

    monitor_smart_rate()

const BASE_ENERGY: f64 = 369.0;           // Base vortex energy

const SIERPINSKI_DIMENSION: f64 = 1.585;   // Sierpinski triangle dimension

const GOLDEN_RATIO: f64 = 1.618033988749;  // Golden ratio φ

const TARGET_BLOCK_TIME: f64 = 5.0;        // Target block time in seconds

const BASE_SMART_RATE: f64 = 1000.0;       // Base Smart Rate in ss/s

const VORTEX_PATTERN: [f64; 6] = [1.0, 2.0, 4.0, 8.0, 7.0, 5.0];

const NORMALIZED_VORTEX_PATTERN: [f64; 6] = [1.0, 1.2, 1.4, 1.8, 1.7, 1.5];

const VER_WEIGHT: f64 = 0.35;  // 35% - Vortex Energy Rate

const FCS_WEIGHT: f64 = 0.25;  // 25% - Fractal Contribution Score

const MEI_WEIGHT: f64 = 0.25;  // 25% - Mathematical Efficiency Index

const NHF_WEIGHT: f64 = 0.15;  // 15% - Network Harmony Factor

const VER_MAX: f64 = 5000.0;   // Maximum VER for normalization

const FCS_MAX: f64 = 100.0;    // Maximum FCS

const MEI_MAX: f64 = 100.0;    // Maximum MEI

const NHF_MAX: f64 = 100.0;    // Maximum NHF

// Enable detailed logging untuk Smart Rate

log::debug!("VER: {:.2}, FCS: {:.2}, MEI: {:.2}, NHF: {:.2}", ver, fcs, mei, nhf);

log::info!("Smart Rate calculated: {:.2} ss/s", smart_rate);

log::warn!("Smart Rate below threshold: {:.2} ss/s", smart_rate);

// Validasi Smart Rate

if smart_rate < 0.0 || smart_rate > 10000.0 {

    log::error!("Invalid Smart Rate: {:.2}", smart_rate);

    return Err("Smart Rate out of valid range".into());

}

// Monitoring performa perhitungan

let start_time = std::time::Instant::now();

let smart_rate = calculate_smart_rate().await;

let calculation_time = start_time.elapsed();



if calculation_time > std::time::Duration::from_millis(100) {

    log::warn!("Smart Rate calculation took {:.2}ms", calculation_time.as_millis());

}

# Check blockchain status

curl -X GET http://localhost:8080/blockchain/info



# Verify individual indicators

curl -X GET http://localhost:8080/debug/indicators



# Monitor calculation performance

curl -X GET http://localhost:8080/debug/performance