Is there a specific reason you’re looking at shadowsocks? The original developer has been MIA for years. People who used it in the past largely consider it insecure for its original stated purpose
trojan-gfw is a better modern replacement. However that requires a certificate in order to work. You can easily get one via lets encrypt.
At this point, let Shadowsocks, obfs, and kcp die a graceful death like GoAgent before it did.
Also if the router blocks icmp for some reason you can always manually send an ARP request and check the response latency.