SleepWell Trade

Trend-Following Backtester · Guide · backtest 한국어

equity · HK

AAC Technologies Holdings Inc. backtest

10 trend-following strategies were compared on the full daily history of AAC Technologies Holdings Inc.. 5 beat buy-and-hold CAGR; Keltner 채널 돌파 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Keltner 채널 돌파 (CAGR 14.4%, MDD -37.2%).

Data 2005-08-09 ~ 2026-07-31daily bars 5,172 (21.0 years)Costs 0.5%Venue HKEXMonthly snapshot 2026-07-31

Results by strategy

5 of 10 beat buy and hold (CAGR 12.7%, drawdown -93.8%).

Sharpe leader (same as main): Keltner 채널 돌파 — CAGR 14.4%, MDD -37.2%, Sharpe 0.66, 31% exposure.

CAGR reference leader: Supertrend — CAGR 16.6%, MDD -56.3%, exposure 56%.

Return/drawdown alternative: Keltner 채널 돌파 — CAGR is 1.7%p higher than buy and hold, while drawdown improves by 56.6%p (CAGR 14.4%, MDD -37.2%, exposure 31%).

The alternative must retain 75% of buy-and-hold CAGR, improve drawdown by at least 20% and 5 percentage points, and stay below 95% exposure; the ranking weights return retention 60% and drawdown improvement 40%.

Strategy · parametersCAGRMDDSharpeCalmarTotalTradesExposure
Keltner 채널 돌파
emaPeriod=50, atrPeriod=8, mult=2.8
14.4%-37.2%0.660.3916.8x6231%
Supertrend
period=12, mult=4
16.6%-56.3%0.620.2925.0x7656%
Donchian 채널 돌파
entryN=58, exitN=64
15.3%-53.3%0.590.2919.9x3553%
EMA 크로스오버
fast=49, slow=55
15.4%-67.1%0.590.2320.0x4757%
SMA 크로스오버
fast=30, slow=65
13.9%-53.9%0.560.2615.4x7454%
볼린저 밴드 돌파
n=51, k=1.9
10.1%-50.4%0.480.207.6x8839%
ADX / DI 방향성
period=35, threshold=12
9.9%-57.5%0.470.177.2x14638%
ROC 모멘텀
n=39, threshold=-0.04
9.7%-69.2%0.440.146.9x29463%
Parabolic SAR
step=0.01, maxStep=0.36
0.9%-83.3%0.200.011.2x25152%
MACD
fast=17, slow=43, signal=15
-0.5%-68.1%0.16-0.010.9x25652%
Buy and hold12.7%-93.8%0.490.1312.2x1100%
1x 10x 2006 2009 2012 2015 2018 2021 2024 SupertrendKeltner 채널 돌파Buy and hold
Keltner 채널 돌파 (Sharpe leader), Supertrend (CAGR reference), Buy and hold.
0% -23% -47% -70% -94% 2006 2009 2012 2015 2018 2021 2024 Buy and holdSupertrendKeltner 채널 돌파
Keltner 채널 돌파 maximum drawdown -37.2% (2006-04-27 → 2009-04-16), recovered after 1,120 days.

Rules of the top strategy

Breaking above the channel top (average plus a multiple of volatility) signals an upside breakout.

Method and caveats

Past performance does not guarantee future returns. Parameters were carried forward from the latest full optimization and replayed on this monthly dataset. 0.5% trading costs are included; taxes, slippage and rejected orders are not.
Re-optimize the same period and setupMore HK assetsAll asset reports

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