Arsenal were drawn in what on paper looks the toughest group along with Marseille, Borussia Dortmund and Napoli.
They beat Marseille away from home in their first match, and take on Rafael Benitez's Napoli at the Emirates on Tuesday night.
Wenger believes that if they can escape Group F, they have every chance of going all the way.
"It is something I miss that I will try to fight very hard to fill my CV with," said Wenger.
"But you play against Barcelona, Bayern (Munich), Real Madrid - every year they are there with a chance.
"You always think 'let's do it' every year, and one year it will go for you, so let's hope it will be this year. The competition is higher than ever.
If we get out of the group I would say we have a chance (to win the trophy) - but what we have to show is that we have the strength.
"It is difficult to predict because after the group stage, it is a cup (competition) and then it is about who is available who is fit and who isn't, you cannot plan."
Napoli beat Dortmund - last year's runners-up - 2-1 at home on Matchday One and have opened their Serie A campaign with five wins and a draw from six Serie A games.
Wenger said: "We will be faithful to what we do in the Champions League and try to have the ball.
"We know as well that the way we stop them from counter-attacking is vital as that is their strength."
Obviously I'd love it to happen but it's a very tough competition to win and you need luck. This is arguably a stronger and more clinical Arsenal than I've seen for a while though...With Özil, Wilshere, and Flamini in Midfield alongside Aaron Ramsey hitting the form of his life, we have got a good counter attacking threat back into the team again. Gnabry marauds down the wing as well as Walcott, and Giroud has improved. I think we're up for the challenge.- lotsofdogs