Block Production Times¶
Decred’s difficulty adjusts such that new blocks are found every five minutes on average. The ProofofWork (PoW) difficulty is calculated from the exponentially weighted average of differences in previous block times, similar to PeerCoin^{1}. However, in Decred, this calculation is also interpolated into Bitcoinlike difficulty window periods.
The time between blocks can be modeled as a Poisson process (Λ=1, k=0) . Because this is a special case of a once in an interval event, the probability of a block being produced in a given time after the last block was produced can be modeled with a Cumulative Distribution Function (CDF) for an exponential distribution.
The table below shows the percentage of blocks we expect to find for different time intervals as well as the actual percentages found from analyzing the mainnet blockchain for 231681 blocks. For example, ~18.13% of the blocks should be found within 1 minute, ~63.21% should be found within 5 minutes, and ~86.47% should be found within 10 minutes, etc.
Elapsed  Expected  Actual 

10 sec  3.28%  2.30% 
30 sec  9.52%  8.46% 
1 min  18.13%  17.81% 
2 min  32.97%  33.42% 
3 min  45.12%  45.54% 
4 min  55.07%  55.58% 
5 min  63.21%  63.74% 
6 min  69.88%  70.38% 
7 min  75.34%  75.74% 
10 min  86.47%  86.72% 
20 min  98.17%  98.09% 
30 min  99.75%  99.70% 
The figure below shows shows the actual values plotted against the CDF used to derive expected percentages.
As we can see, it turns out that the actual distribution is quite close to the expected perfect distribution, which shows the network is operating in a healthy fashion. Note that the 0 to 10 and 0 to 30 second intervals slightly underperform the ideal values, which is expected because miners must wait for the votes to arrive before they can start building a new block, and this fact slightly skews the number of blocks found within the time spans downwards.
References¶

King S. and Nadal S. 2012. PPCoin: PeertoPeer CryptoCurrency with ProofofStake. ↩